Dataset statistics
| Number of variables | 111 |
|---|---|
| Number of observations | 39717 |
| Missing cells | 2263364 |
| Missing cells (%) | 51.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.6 MiB |
| Average record size in memory | 888.0 B |
Variable types
| Numeric | 25 |
|---|---|
| Categorical | 19 |
| Text | 11 |
| Boolean | 2 |
| Unsupported | 54 |
pymnt_plan has constant value "" | Constant |
initial_list_status has constant value "" | Constant |
collections_12_mths_ex_med has constant value "" | Constant |
policy_code has constant value "" | Constant |
application_type has constant value "" | Constant |
acc_now_delinq has constant value "" | Constant |
chargeoff_within_12_mths has constant value "" | Constant |
delinq_amnt has constant value "" | Constant |
tax_liens has constant value "" | Constant |
id is highly overall correlated with member_id and 1 other fields | High correlation |
member_id is highly overall correlated with id and 1 other fields | High correlation |
loan_amnt is highly overall correlated with funded_amnt and 6 other fields | High correlation |
funded_amnt is highly overall correlated with loan_amnt and 6 other fields | High correlation |
funded_amnt_inv is highly overall correlated with loan_amnt and 6 other fields | High correlation |
installment is highly overall correlated with loan_amnt and 6 other fields | High correlation |
delinq_2yrs is highly overall correlated with mths_since_last_delinq | High correlation |
mths_since_last_delinq is highly overall correlated with delinq_2yrs and 1 other fields | High correlation |
mths_since_last_record is highly overall correlated with id and 5 other fields | High correlation |
open_acc is highly overall correlated with total_acc | High correlation |
total_acc is highly overall correlated with open_acc | High correlation |
out_prncp is highly overall correlated with out_prncp_inv and 1 other fields | High correlation |
out_prncp_inv is highly overall correlated with out_prncp and 1 other fields | High correlation |
total_pymnt is highly overall correlated with loan_amnt and 6 other fields | High correlation |
total_pymnt_inv is highly overall correlated with loan_amnt and 6 other fields | High correlation |
total_rec_prncp is highly overall correlated with loan_amnt and 7 other fields | High correlation |
total_rec_int is highly overall correlated with loan_amnt and 7 other fields | High correlation |
recoveries is highly overall correlated with collection_recovery_fee and 1 other fields | High correlation |
collection_recovery_fee is highly overall correlated with recoveries and 1 other fields | High correlation |
last_pymnt_amnt is highly overall correlated with total_rec_prncp and 1 other fields | High correlation |
term is highly overall correlated with total_rec_int and 1 other fields | High correlation |
grade is highly overall correlated with sub_grade | High correlation |
sub_grade is highly overall correlated with grade | High correlation |
loan_status is highly overall correlated with out_prncp and 2 other fields | High correlation |
pub_rec is highly overall correlated with mths_since_last_record and 1 other fields | High correlation |
next_pymnt_d is highly overall correlated with mths_since_last_record and 5 other fields | High correlation |
pub_rec_bankruptcies is highly overall correlated with mths_since_last_record and 1 other fields | High correlation |
loan_status is highly imbalanced (51.4%) | Imbalance |
pub_rec is highly imbalanced (86.6%) | Imbalance |
next_pymnt_d is highly imbalanced (89.9%) | Imbalance |
pub_rec_bankruptcies is highly imbalanced (83.7%) | Imbalance |
emp_title has 2459 (6.2%) missing values | Missing |
emp_length has 1075 (2.7%) missing values | Missing |
desc has 12940 (32.6%) missing values | Missing |
mths_since_last_delinq has 25682 (64.7%) missing values | Missing |
mths_since_last_record has 36931 (93.0%) missing values | Missing |
next_pymnt_d has 38577 (97.1%) missing values | Missing |
mths_since_last_major_derog has 39717 (100.0%) missing values | Missing |
annual_inc_joint has 39717 (100.0%) missing values | Missing |
dti_joint has 39717 (100.0%) missing values | Missing |
verification_status_joint has 39717 (100.0%) missing values | Missing |
tot_coll_amt has 39717 (100.0%) missing values | Missing |
tot_cur_bal has 39717 (100.0%) missing values | Missing |
open_acc_6m has 39717 (100.0%) missing values | Missing |
open_il_6m has 39717 (100.0%) missing values | Missing |
open_il_12m has 39717 (100.0%) missing values | Missing |
open_il_24m has 39717 (100.0%) missing values | Missing |
mths_since_rcnt_il has 39717 (100.0%) missing values | Missing |
total_bal_il has 39717 (100.0%) missing values | Missing |
il_util has 39717 (100.0%) missing values | Missing |
open_rv_12m has 39717 (100.0%) missing values | Missing |
open_rv_24m has 39717 (100.0%) missing values | Missing |
max_bal_bc has 39717 (100.0%) missing values | Missing |
all_util has 39717 (100.0%) missing values | Missing |
total_rev_hi_lim has 39717 (100.0%) missing values | Missing |
inq_fi has 39717 (100.0%) missing values | Missing |
total_cu_tl has 39717 (100.0%) missing values | Missing |
inq_last_12m has 39717 (100.0%) missing values | Missing |
acc_open_past_24mths has 39717 (100.0%) missing values | Missing |
avg_cur_bal has 39717 (100.0%) missing values | Missing |
bc_open_to_buy has 39717 (100.0%) missing values | Missing |
bc_util has 39717 (100.0%) missing values | Missing |
mo_sin_old_il_acct has 39717 (100.0%) missing values | Missing |
mo_sin_old_rev_tl_op has 39717 (100.0%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 39717 (100.0%) missing values | Missing |
mo_sin_rcnt_tl has 39717 (100.0%) missing values | Missing |
mort_acc has 39717 (100.0%) missing values | Missing |
mths_since_recent_bc has 39717 (100.0%) missing values | Missing |
mths_since_recent_bc_dlq has 39717 (100.0%) missing values | Missing |
mths_since_recent_inq has 39717 (100.0%) missing values | Missing |
mths_since_recent_revol_delinq has 39717 (100.0%) missing values | Missing |
num_accts_ever_120_pd has 39717 (100.0%) missing values | Missing |
num_actv_bc_tl has 39717 (100.0%) missing values | Missing |
num_actv_rev_tl has 39717 (100.0%) missing values | Missing |
num_bc_sats has 39717 (100.0%) missing values | Missing |
num_bc_tl has 39717 (100.0%) missing values | Missing |
num_il_tl has 39717 (100.0%) missing values | Missing |
num_op_rev_tl has 39717 (100.0%) missing values | Missing |
num_rev_accts has 39717 (100.0%) missing values | Missing |
num_rev_tl_bal_gt_0 has 39717 (100.0%) missing values | Missing |
num_sats has 39717 (100.0%) missing values | Missing |
num_tl_120dpd_2m has 39717 (100.0%) missing values | Missing |
num_tl_30dpd has 39717 (100.0%) missing values | Missing |
num_tl_90g_dpd_24m has 39717 (100.0%) missing values | Missing |
num_tl_op_past_12m has 39717 (100.0%) missing values | Missing |
pct_tl_nvr_dlq has 39717 (100.0%) missing values | Missing |
percent_bc_gt_75 has 39717 (100.0%) missing values | Missing |
pub_rec_bankruptcies has 697 (1.8%) missing values | Missing |
tot_hi_cred_lim has 39717 (100.0%) missing values | Missing |
total_bal_ex_mort has 39717 (100.0%) missing values | Missing |
total_bc_limit has 39717 (100.0%) missing values | Missing |
total_il_high_credit_limit has 39717 (100.0%) missing values | Missing |
annual_inc is highly skewed (γ1 = 30.9491846) | Skewed |
collection_recovery_fee is highly skewed (γ1 = 25.02941842) | Skewed |
id has unique values | Unique |
member_id has unique values | Unique |
url has unique values | Unique |
mths_since_last_major_derog is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
annual_inc_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
dti_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
verification_status_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_coll_amt is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_cur_bal is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_acc_6m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_6m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_rcnt_il is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bal_il is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
il_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_rv_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_rv_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
max_bal_bc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
all_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_rev_hi_lim is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
inq_fi is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_cu_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
inq_last_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
acc_open_past_24mths is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
avg_cur_bal is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
bc_open_to_buy is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
bc_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_old_il_acct is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_old_rev_tl_op is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_rcnt_rev_tl_op is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_rcnt_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mort_acc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_bc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_bc_dlq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_inq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_revol_delinq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_accts_ever_120_pd is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_actv_bc_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_actv_rev_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_bc_sats is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_bc_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_il_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_op_rev_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_rev_accts is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_rev_tl_bal_gt_0 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_sats is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_120dpd_2m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_30dpd is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_90g_dpd_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_op_past_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
pct_tl_nvr_dlq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
percent_bc_gt_75 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_hi_cred_lim is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bal_ex_mort is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bc_limit is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_il_high_credit_limit is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
delinq_2yrs has 35405 (89.1%) zeros | Zeros |
inq_last_6mths has 19300 (48.6%) zeros | Zeros |
mths_since_last_delinq has 443 (1.1%) zeros | Zeros |
mths_since_last_record has 670 (1.7%) zeros | Zeros |
revol_bal has 994 (2.5%) zeros | Zeros |
out_prncp has 38577 (97.1%) zeros | Zeros |
out_prncp_inv has 38577 (97.1%) zeros | Zeros |
total_rec_late_fee has 37671 (94.8%) zeros | Zeros |
recoveries has 35499 (89.4%) zeros | Zeros |
collection_recovery_fee has 35935 (90.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-30 13:42:15.083672 |
|---|---|
| Analysis finished | 2023-09-30 13:42:55.506883 |
| Duration | 40.42 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 39717 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 683131.91 |
| Minimum | 54734 |
|---|---|
| Maximum | 1077501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 54734 |
|---|---|
| 5-th percentile | 372418.4 |
| Q1 | 516221 |
| median | 665665 |
| Q3 | 837755 |
| 95-th percentile | 1039966.2 |
| Maximum | 1077501 |
| Range | 1022767 |
| Interquartile range (IQR) | 321534 |
Descriptive statistics
| Standard deviation | 210694.13 |
|---|---|
| Coefficient of variation (CV) | 0.30842379 |
| Kurtosis | -0.7298894 |
| Mean | 683131.91 |
| Median Absolute Deviation (MAD) | 160026 |
| Skewness | 0.078807632 |
| Sum | 2.713195 × 1010 |
| Variance | 4.4392018 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1077501 | 1 | < 0.1% |
| 568534 | 1 | < 0.1% |
| 568659 | 1 | < 0.1% |
| 567165 | 1 | < 0.1% |
| 568531 | 1 | < 0.1% |
| 568623 | 1 | < 0.1% |
| 568605 | 1 | < 0.1% |
| 556021 | 1 | < 0.1% |
| 568568 | 1 | < 0.1% |
| 568525 | 1 | < 0.1% |
| Other values (39707) | 39707 |
| Value | Count | Frequency (%) |
| 54734 | 1 | |
| 55742 | 1 | |
| 57245 | 1 | |
| 57416 | 1 | |
| 58915 | 1 | |
| 59006 | 1 | |
| 61390 | 1 | |
| 61419 | 1 | |
| 62102 | 1 | |
| 65426 | 1 |
| Value | Count | Frequency (%) |
| 1077501 | 1 | |
| 1077430 | 1 | |
| 1077175 | 1 | |
| 1076863 | 1 | |
| 1075358 | 1 | |
| 1075269 | 1 | |
| 1072053 | 1 | |
| 1071795 | 1 | |
| 1071570 | 1 | |
| 1070078 | 1 |
member_id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 39717 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 850463.56 |
| Minimum | 70699 |
|---|---|
| Maximum | 1314167 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 70699 |
|---|---|
| 5-th percentile | 388192.4 |
| Q1 | 666780 |
| median | 850812 |
| Q3 | 1047339 |
| 95-th percentile | 1269461.8 |
| Maximum | 1314167 |
| Range | 1243468 |
| Interquartile range (IQR) | 380559 |
Descriptive statistics
| Standard deviation | 265678.31 |
|---|---|
| Coefficient of variation (CV) | 0.31239235 |
| Kurtosis | -0.56296801 |
| Mean | 850463.56 |
| Median Absolute Deviation (MAD) | 190427 |
| Skewness | -0.21241637 |
| Sum | 3.3777861 × 1010 |
| Variance | 7.0584963 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1296599 | 1 | < 0.1% |
| 731393 | 1 | < 0.1% |
| 731544 | 1 | < 0.1% |
| 729629 | 1 | < 0.1% |
| 731390 | 1 | < 0.1% |
| 731500 | 1 | < 0.1% |
| 731481 | 1 | < 0.1% |
| 716015 | 1 | < 0.1% |
| 731438 | 1 | < 0.1% |
| 731382 | 1 | < 0.1% |
| Other values (39707) | 39707 |
| Value | Count | Frequency (%) |
| 70699 | 1 | |
| 73673 | 1 | |
| 74724 | 1 | |
| 76583 | 1 | |
| 80353 | 1 | |
| 80364 | 1 | |
| 84914 | 1 | |
| 85483 | 1 | |
| 86999 | 1 | |
| 89243 | 1 |
| Value | Count | Frequency (%) |
| 1314167 | 1 | |
| 1313524 | 1 | |
| 1311748 | 1 | |
| 1311441 | 1 | |
| 1306957 | 1 | |
| 1306721 | 1 | |
| 1305201 | 1 | |
| 1305008 | 1 | |
| 1304956 | 1 | |
| 1304884 | 1 |
loan_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 885 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11219.444 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5500 |
| median | 10000 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9500 |
Descriptive statistics
| Standard deviation | 7456.6707 |
|---|---|
| Coefficient of variation (CV) | 0.66462035 |
| Kurtosis | 0.76866855 |
| Mean | 11219.444 |
| Median Absolute Deviation (MAD) | 5000 |
| Skewness | 1.0593173 |
| Sum | 4.4560265 × 108 |
| Variance | 55601938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2833 | 7.1% |
| 12000 | 2334 | 5.9% |
| 5000 | 2051 | 5.2% |
| 6000 | 1908 | 4.8% |
| 15000 | 1895 | 4.8% |
| 20000 | 1626 | 4.1% |
| 8000 | 1586 | 4.0% |
| 25000 | 1390 | 3.5% |
| 4000 | 1130 | 2.8% |
| 3000 | 1030 | 2.6% |
| Other values (875) | 21934 |
| Value | Count | Frequency (%) |
| 500 | 5 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 301 | |
| 1050 | 4 | < 0.1% |
| 1075 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 679 | |
| 34800 | 2 | < 0.1% |
| 34675 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 5 | < 0.1% |
| 34200 | 1 | < 0.1% |
| 34000 | 15 | < 0.1% |
| 33950 | 9 | < 0.1% |
| 33600 | 6 | < 0.1% |
| 33500 | 2 | < 0.1% |
funded_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1041 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10947.713 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5400 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9600 |
Descriptive statistics
| Standard deviation | 7187.2387 |
|---|---|
| Coefficient of variation (CV) | 0.65650593 |
| Kurtosis | 0.93755199 |
| Mean | 10947.713 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 1.0817102 |
| Sum | 4.3481032 × 108 |
| Variance | 51656400 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2741 | 6.9% |
| 12000 | 2244 | 5.6% |
| 5000 | 2040 | 5.1% |
| 6000 | 1898 | 4.8% |
| 15000 | 1784 | 4.5% |
| 8000 | 1573 | 4.0% |
| 20000 | 1456 | 3.7% |
| 25000 | 1133 | 2.9% |
| 4000 | 1127 | 2.8% |
| 3000 | 1022 | 2.6% |
| Other values (1031) | 22699 |
| Value | Count | Frequency (%) |
| 500 | 5 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 302 | |
| 1050 | 5 | < 0.1% |
| 1075 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 554 | |
| 34800 | 1 | < 0.1% |
| 34675 | 2 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 4 | < 0.1% |
| 34250 | 1 | < 0.1% |
| 34000 | 14 | < 0.1% |
| 33950 | 6 | < 0.1% |
| 33600 | 6 | < 0.1% |
| 33500 | 1 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8205 |
|---|---|
| Distinct (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10397.449 |
| Minimum | 0 |
|---|---|
| Maximum | 35000 |
| Zeros | 129 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1873.658 |
| Q1 | 5000 |
| median | 8975 |
| Q3 | 14400 |
| 95-th percentile | 24736.572 |
| Maximum | 35000 |
| Range | 35000 |
| Interquartile range (IQR) | 9400 |
Descriptive statistics
| Standard deviation | 7128.4504 |
|---|---|
| Coefficient of variation (CV) | 0.6855961 |
| Kurtosis | 1.0625444 |
| Mean | 10397.449 |
| Median Absolute Deviation (MAD) | 4200 |
| Skewness | 1.1062129 |
| Sum | 4.1295548 × 108 |
| Variance | 50814806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 1309 | 3.3% |
| 10000 | 1275 | 3.2% |
| 6000 | 1200 | 3.0% |
| 12000 | 1069 | 2.7% |
| 8000 | 900 | 2.3% |
| 4000 | 812 | 2.0% |
| 3000 | 803 | 2.0% |
| 15000 | 657 | 1.7% |
| 7000 | 600 | 1.5% |
| 2000 | 452 | 1.1% |
| Other values (8195) | 30640 |
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 0.000121098 | 1 | < 0.1% |
| 0.000531133 | 1 | < 0.1% |
| 0.000654607 | 1 | < 0.1% |
| 0.001867696 | 1 | < 0.1% |
| 0.001963093 | 1 | < 0.1% |
| 0.001966974 | 1 | < 0.1% |
| 0.002251738 | 1 | < 0.1% |
| 0.002283598 | 1 | < 0.1% |
| 0.002373058 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 135 | |
| 34997.35245 | 1 | < 0.1% |
| 34993.65539 | 1 | < 0.1% |
| 34993.32571 | 1 | < 0.1% |
| 34993.26306 | 1 | < 0.1% |
| 34993.19696 | 1 | < 0.1% |
| 34990.4308 | 1 | < 0.1% |
| 34987.98452 | 1 | < 0.1% |
| 34987.27101 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
term
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 397170 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 29096 | |
| 60 months | 10621 | 26.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 39717 | |
| 36 | 29096 | |
| 60 | 10621 | 13.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 79434 | ||
| 6 | 39717 | |
| m | 39717 | |
| o | 39717 | |
| n | 39717 | |
| t | 39717 | |
| h | 39717 | |
| s | 39717 | |
| 3 | 29096 | 7.3% |
| 0 | 10621 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 238302 | |
| Space Separator | 79434 | 20.0% |
| Decimal Number | 79434 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 39717 | |
| o | 39717 | |
| n | 39717 | |
| t | 39717 | |
| h | 39717 | |
| s | 39717 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 39717 | |
| 3 | 29096 | |
| 0 | 10621 | 13.4% |
Space Separator
| Value | Count | Frequency (%) |
| 79434 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 238302 | |
| Common | 158868 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 39717 | |
| o | 39717 | |
| n | 39717 | |
| t | 39717 | |
| h | 39717 | |
| s | 39717 |
Common
| Value | Count | Frequency (%) |
| 79434 | ||
| 6 | 39717 | |
| 3 | 29096 | 18.3% |
| 0 | 10621 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 397170 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 79434 | ||
| 6 | 39717 | |
| m | 39717 | |
| o | 39717 | |
| n | 39717 | |
| t | 39717 | |
| h | 39717 | |
| s | 39717 | |
| 3 | 29096 | 7.3% |
| 0 | 10621 | 2.7% |
int_rate
Text
| Distinct | 371 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.6942871 |
| Min length | 5 |
Characters and Unicode
| Total characters | 226160 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 10.65% |
|---|---|
| 2nd row | 15.27% |
| 3rd row | 15.96% |
| 4th row | 13.49% |
| 5th row | 12.69% |
| Value | Count | Frequency (%) |
| 10.99 | 956 | 2.4% |
| 13.49 | 826 | 2.1% |
| 11.49 | 825 | 2.1% |
| 7.51 | 787 | 2.0% |
| 7.88 | 725 | 1.8% |
| 7.49 | 656 | 1.7% |
| 11.71 | 607 | 1.5% |
| 9.99 | 603 | 1.5% |
| 7.90 | 582 | 1.5% |
| 5.42 | 573 | 1.4% |
| Other values (361) | 32577 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 39717 | |
| % | 39717 | |
| 1 | 38195 | |
| 9 | 21893 | |
| 2 | 12734 | 5.6% |
| 7 | 12132 | 5.4% |
| 6 | 12033 | 5.3% |
| 4 | 11091 | 4.9% |
| 5 | 9947 | 4.4% |
| 3 | 9929 | 4.4% |
| Other values (2) | 18772 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 146726 | |
| Other Punctuation | 79434 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 38195 | |
| 9 | 21893 | |
| 2 | 12734 | 8.7% |
| 7 | 12132 | 8.3% |
| 6 | 12033 | 8.2% |
| 4 | 11091 | 7.6% |
| 5 | 9947 | 6.8% |
| 3 | 9929 | 6.8% |
| 8 | 9527 | 6.5% |
| 0 | 9245 | 6.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39717 | |
| % | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 226160 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 39717 | |
| % | 39717 | |
| 1 | 38195 | |
| 9 | 21893 | |
| 2 | 12734 | 5.6% |
| 7 | 12132 | 5.4% |
| 6 | 12033 | 5.3% |
| 4 | 11091 | 4.9% |
| 5 | 9947 | 4.4% |
| 3 | 9929 | 4.4% |
| Other values (2) | 18772 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 226160 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 39717 | |
| % | 39717 | |
| 1 | 38195 | |
| 9 | 21893 | |
| 2 | 12734 | 5.6% |
| 7 | 12132 | 5.4% |
| 6 | 12033 | 5.3% |
| 4 | 11091 | 4.9% |
| 5 | 9947 | 4.4% |
| 3 | 9929 | 4.4% |
| Other values (2) | 18772 |
installment
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 15383 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 324.56192 |
| Minimum | 15.69 |
|---|---|
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 15.69 |
|---|---|
| 5-th percentile | 71.246 |
| Q1 | 167.02 |
| median | 280.22 |
| Q3 | 430.78 |
| 95-th percentile | 762.996 |
| Maximum | 1305.19 |
| Range | 1289.5 |
| Interquartile range (IQR) | 263.76 |
Descriptive statistics
| Standard deviation | 208.87487 |
|---|---|
| Coefficient of variation (CV) | 0.64355939 |
| Kurtosis | 1.2468013 |
| Mean | 324.56192 |
| Median Absolute Deviation (MAD) | 123.2 |
| Skewness | 1.1284191 |
| Sum | 12890626 |
| Variance | 43628.713 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 68 | 0.2% |
| 180.96 | 59 | 0.1% |
| 311.02 | 54 | 0.1% |
| 150.8 | 48 | 0.1% |
| 368.45 | 46 | 0.1% |
| 372.12 | 45 | 0.1% |
| 330.76 | 43 | 0.1% |
| 339.31 | 42 | 0.1% |
| 301.6 | 41 | 0.1% |
| 317.72 | 41 | 0.1% |
| Other values (15373) | 39230 |
| Value | Count | Frequency (%) |
| 15.69 | 1 | |
| 16.08 | 1 | |
| 16.25 | 1 | |
| 16.31 | 1 | |
| 16.47 | 1 | |
| 19.87 | 1 | |
| 20.22 | 1 | |
| 21.25 | 1 | |
| 21.74 | 1 | |
| 21.81 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | < 0.1% |
| 1302.69 | 1 | < 0.1% |
| 1295.21 | 1 | < 0.1% |
| 1288.1 | 2 | < 0.1% |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 3 | |
| 1272.2 | 1 | < 0.1% |
| 1269.73 | 5 | |
| 1265.16 | 1 | < 0.1% |
| 1263.23 | 1 | < 0.1% |
grade
Categorical
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 39717 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 12020 | |
| a | 10085 | |
| c | 8098 | |
| d | 5307 | |
| e | 2842 | 7.2% |
| f | 1049 | 2.6% |
| g | 316 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 39717 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39717 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39717 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
sub_grade
Categorical
HIGH CORRELATION 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| B3 | |
|---|---|
| A4 | |
| A5 | |
| B5 | |
| B4 | 2512 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 79434 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | C4 |
| 3rd row | C5 |
| 4th row | C1 |
| 5th row | B5 |
Common Values
| Value | Count | Frequency (%) |
| B3 | 2917 | 7.3% |
| A4 | 2886 | 7.3% |
| A5 | 2742 | 6.9% |
| B5 | 2704 | 6.8% |
| B4 | 2512 | 6.3% |
| C1 | 2136 | 5.4% |
| B2 | 2057 | 5.2% |
| C2 | 2011 | 5.1% |
| B1 | 1830 | 4.6% |
| A3 | 1810 | 4.6% |
| Other values (25) | 16112 |
Length
| Value | Count | Frequency (%) |
| b3 | 2917 | 7.3% |
| a4 | 2886 | 7.3% |
| a5 | 2742 | 6.9% |
| b5 | 2704 | 6.8% |
| b4 | 2512 | 6.3% |
| c1 | 2136 | 5.4% |
| b2 | 2057 | 5.2% |
| c2 | 2011 | 5.1% |
| b1 | 1830 | 4.6% |
| a3 | 1810 | 4.6% |
| Other values (25) | 16112 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| 4 | 8293 | |
| 3 | 8215 | |
| C | 8098 | |
| 5 | 8070 | |
| 2 | 7907 | |
| 1 | 7232 | |
| D | 5307 | |
| E | 2842 | 3.6% |
| Other values (2) | 1365 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 39717 | |
| Decimal Number | 39717 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 8293 | |
| 3 | 8215 | |
| 5 | 8070 | |
| 2 | 7907 | |
| 1 | 7232 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39717 | |
| Common | 39717 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| C | 8098 | |
| D | 5307 | |
| E | 2842 | 7.2% |
| F | 1049 | 2.6% |
| G | 316 | 0.8% |
Common
| Value | Count | Frequency (%) |
| 4 | 8293 | |
| 3 | 8215 | |
| 5 | 8070 | |
| 2 | 7907 | |
| 1 | 7232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79434 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 12020 | |
| A | 10085 | |
| 4 | 8293 | |
| 3 | 8215 | |
| C | 8098 | |
| 5 | 8070 | |
| 2 | 7907 | |
| 1 | 7232 | |
| D | 5307 | |
| E | 2842 | 3.6% |
| Other values (2) | 1365 | 1.7% |
emp_title
Text
MISSING 
| Distinct | 28820 |
|---|---|
| Distinct (%) | 77.4% |
| Missing | 2459 |
| Missing (%) | 6.2% |
| Memory size | 310.4 KiB |
Length
| Max length | 78 |
|---|---|
| Median length | 55 |
| Mean length | 18.379784 |
| Min length | 2 |
Characters and Unicode
| Total characters | 684794 |
|---|---|
| Distinct characters | 96 |
| Distinct categories | 15 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 25641 ? |
|---|---|
| Unique (%) | 68.8% |
Sample
| 1st row | Ryder |
|---|---|
| 2nd row | AIR RESOURCES BOARD |
| 3rd row | University Medical Group |
| 4th row | Veolia Transportaton |
| 5th row | Southern Star Photography |
| Value | Count | Frequency (%) |
| inc | 3197 | 3.2% |
| of | 3008 | 3.0% |
| 1208 | 1.2% | |
| and | 963 | 1.0% |
| center | 818 | 0.8% |
| bank | 805 | 0.8% |
| county | 803 | 0.8% |
| services | 795 | 0.8% |
| school | 750 | 0.7% |
| the | 747 | 0.7% |
| Other values (18882) | 87491 |
Most occurring characters
| Value | Count | Frequency (%) |
| 64766 | 9.5% | |
| e | 55954 | 8.2% |
| a | 43836 | 6.4% |
| n | 42641 | 6.2% |
| o | 42586 | 6.2% |
| i | 40491 | 5.9% |
| r | 40067 | 5.9% |
| t | 38580 | 5.6% |
| s | 30254 | 4.4% |
| l | 25923 | 3.8% |
| Other values (86) | 259696 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 489338 | |
| Uppercase Letter | 119545 | 17.5% |
| Space Separator | 64766 | 9.5% |
| Other Punctuation | 8798 | 1.3% |
| Dash Punctuation | 1031 | 0.2% |
| Decimal Number | 968 | 0.1% |
| Open Punctuation | 159 | < 0.1% |
| Close Punctuation | 156 | < 0.1% |
| Math Symbol | 21 | < 0.1% |
| Modifier Symbol | 2 | < 0.1% |
| Other values (5) | 10 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 14579 | 12.2% |
| S | 13325 | 11.1% |
| A | 8885 | 7.4% |
| I | 7566 | 6.3% |
| M | 6518 | 5.5% |
| P | 6077 | 5.1% |
| T | 5691 | 4.8% |
| L | 5561 | 4.7% |
| E | 5241 | 4.4% |
| D | 5056 | 4.2% |
| Other values (18) | 41046 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 55954 | |
| a | 43836 | |
| n | 42641 | |
| o | 42586 | |
| i | 40491 | 8.3% |
| r | 40067 | 8.2% |
| t | 38580 | 7.9% |
| s | 30254 | 6.2% |
| l | 25923 | 5.3% |
| c | 23099 | 4.7% |
| Other values (17) | 105907 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4253 | |
| , | 2194 | |
| & | 1301 | 14.8% |
| ' | 652 | 7.4% |
| / | 311 | 3.5% |
| # | 36 | 0.4% |
| @ | 10 | 0.1% |
| : | 9 | 0.1% |
| " | 8 | 0.1% |
| ! | 8 | 0.1% |
| Other values (5) | 16 | 0.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 192 | |
| 2 | 161 | |
| 3 | 155 | |
| 0 | 98 | |
| 4 | 91 | |
| 5 | 72 | 7.4% |
| 9 | 62 | 6.4% |
| 6 | 58 | 6.0% |
| 7 | 46 | 4.8% |
| 8 | 33 | 3.4% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 18 | |
| | | 2 | 9.5% |
| < | 1 | 4.8% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 158 | |
| [ | 1 | 0.6% |
Currency Symbol
| Value | Count | Frequency (%) |
| ¢ | 1 | |
| $ | 1 |
Control
| Value | Count | Frequency (%) |
| | 1 | |
| | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 64766 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1031 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 156 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 2 |
Other Symbol
| Value | Count | Frequency (%) |
| © | 2 |
Other Number
| Value | Count | Frequency (%) |
| ² | 2 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 608883 | |
| Common | 75911 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 55954 | 9.2% |
| a | 43836 | 7.2% |
| n | 42641 | 7.0% |
| o | 42586 | 7.0% |
| i | 40491 | 6.7% |
| r | 40067 | 6.6% |
| t | 38580 | 6.3% |
| s | 30254 | 5.0% |
| l | 25923 | 4.3% |
| c | 23099 | 3.8% |
| Other values (45) | 225452 |
Common
| Value | Count | Frequency (%) |
| 64766 | ||
| . | 4253 | 5.6% |
| , | 2194 | 2.9% |
| & | 1301 | 1.7% |
| - | 1031 | 1.4% |
| ' | 652 | 0.9% |
| / | 311 | 0.4% |
| 1 | 192 | 0.3% |
| 2 | 161 | 0.2% |
| ( | 158 | 0.2% |
| Other values (31) | 892 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 684780 | |
| None | 14 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 64766 | 9.5% | |
| e | 55954 | 8.2% |
| a | 43836 | 6.4% |
| n | 42641 | 6.2% |
| o | 42586 | 6.2% |
| i | 40491 | 5.9% |
| r | 40067 | 5.9% |
| t | 38580 | 5.6% |
| s | 30254 | 4.4% |
| l | 25923 | 3.8% |
| Other values (77) | 259682 |
None
| Value | Count | Frequency (%) |
| Ã | 3 | |
| © | 2 | |
| ² | 2 | |
| Â | 2 | |
| ¢ | 1 | 7.1% |
| | 1 | 7.1% |
| â | 1 | 7.1% |
| | 1 | 7.1% |
| ¡ | 1 | 7.1% |
emp_length
Categorical
MISSING 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1075 |
| Missing (%) | 2.7% |
| Memory size | 310.4 KiB |
| 10+ years | |
|---|---|
| < 1 year | |
| 2 years | |
| 3 years | |
| 4 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.4943067 |
| Min length | 6 |
Characters and Unicode
| Total characters | 289595 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | < 1 year |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 1 year |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 8879 | |
| < 1 year | 4583 | |
| 2 years | 4388 | |
| 3 years | 4095 | |
| 4 years | 3436 | 8.7% |
| 5 years | 3282 | 8.3% |
| 1 year | 3240 | 8.2% |
| 6 years | 2229 | 5.6% |
| 7 years | 1773 | 4.5% |
| 8 years | 1479 | 3.7% |
Length
| Value | Count | Frequency (%) |
| years | 30819 | |
| 10 | 8879 | 10.8% |
| 1 | 7823 | 9.6% |
| year | 7823 | 9.6% |
| 4583 | 5.6% | |
| 2 | 4388 | 5.4% |
| 3 | 4095 | 5.0% |
| 4 | 3436 | 4.2% |
| 5 | 3282 | 4.0% |
| 6 | 2229 | 2.7% |
| Other values (3) | 4510 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 43225 | ||
| y | 38642 | |
| e | 38642 | |
| a | 38642 | |
| r | 38642 | |
| s | 30819 | |
| 1 | 16702 | 5.8% |
| 0 | 8879 | 3.1% |
| + | 8879 | 3.1% |
| < | 4583 | 1.6% |
| Other values (8) | 21940 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 185387 | |
| Decimal Number | 47521 | 16.4% |
| Space Separator | 43225 | 14.9% |
| Math Symbol | 13462 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16702 | |
| 0 | 8879 | |
| 2 | 4388 | 9.2% |
| 3 | 4095 | 8.6% |
| 4 | 3436 | 7.2% |
| 5 | 3282 | 6.9% |
| 6 | 2229 | 4.7% |
| 7 | 1773 | 3.7% |
| 8 | 1479 | 3.1% |
| 9 | 1258 | 2.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 38642 | |
| e | 38642 | |
| a | 38642 | |
| r | 38642 | |
| s | 30819 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 8879 | |
| < | 4583 |
Space Separator
| Value | Count | Frequency (%) |
| 43225 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 185387 | |
| Common | 104208 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 43225 | ||
| 1 | 16702 | 16.0% |
| 0 | 8879 | 8.5% |
| + | 8879 | 8.5% |
| < | 4583 | 4.4% |
| 2 | 4388 | 4.2% |
| 3 | 4095 | 3.9% |
| 4 | 3436 | 3.3% |
| 5 | 3282 | 3.1% |
| 6 | 2229 | 2.1% |
| Other values (3) | 4510 | 4.3% |
Latin
| Value | Count | Frequency (%) |
| y | 38642 | |
| e | 38642 | |
| a | 38642 | |
| r | 38642 | |
| s | 30819 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 289595 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 43225 | ||
| y | 38642 | |
| e | 38642 | |
| a | 38642 | |
| r | 38642 | |
| s | 30819 | |
| 1 | 16702 | 5.8% |
| 0 | 8879 | 3.1% |
| + | 8879 | 3.1% |
| < | 4583 | 1.6% |
| Other values (8) | 21940 |
home_ownership
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 98 |
| NONE | 3 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.7039555 |
| Min length | 3 |
Characters and Unicode
| Total characters | 226544 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 18899 | |
| MORTGAGE | 17659 | |
| OWN | 3058 | 7.7% |
| OTHER | 98 | 0.2% |
| NONE | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 18899 | |
| mortgage | 17659 | |
| own | 3058 | 7.7% |
| other | 98 | 0.2% |
| none | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 36659 | |
| R | 36656 | |
| T | 36656 | |
| G | 35318 | |
| N | 21963 | |
| O | 20818 | |
| M | 17659 | |
| A | 17659 | |
| W | 3058 | 1.3% |
| H | 98 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 226544 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 36659 | |
| R | 36656 | |
| T | 36656 | |
| G | 35318 | |
| N | 21963 | |
| O | 20818 | |
| M | 17659 | |
| A | 17659 | |
| W | 3058 | 1.3% |
| H | 98 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 226544 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 36659 | |
| R | 36656 | |
| T | 36656 | |
| G | 35318 | |
| N | 21963 | |
| O | 20818 | |
| M | 17659 | |
| A | 17659 | |
| W | 3058 | 1.3% |
| H | 98 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 226544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 36659 | |
| R | 36656 | |
| T | 36656 | |
| G | 35318 | |
| N | 21963 | |
| O | 20818 | |
| M | 17659 | |
| A | 17659 | |
| W | 3058 | 1.3% |
| H | 98 | < 0.1% |
annual_inc
Real number (ℝ)
SKEWED 
| Distinct | 5318 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68968.926 |
| Minimum | 4000 |
|---|---|
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 4000 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40404 |
| median | 59000 |
| Q3 | 82300 |
| 95-th percentile | 142000 |
| Maximum | 6000000 |
| Range | 5996000 |
| Interquartile range (IQR) | 41896 |
Descriptive statistics
| Standard deviation | 63793.766 |
|---|---|
| Coefficient of variation (CV) | 0.92496388 |
| Kurtosis | 2302.7378 |
| Mean | 68968.926 |
| Median Absolute Deviation (MAD) | 20000 |
| Skewness | 30.949185 |
| Sum | 2.7392388 × 109 |
| Variance | 4.0696446 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1505 | 3.8% |
| 50000 | 1057 | 2.7% |
| 40000 | 876 | 2.2% |
| 45000 | 830 | 2.1% |
| 30000 | 825 | 2.1% |
| 75000 | 811 | 2.0% |
| 65000 | 803 | 2.0% |
| 70000 | 733 | 1.8% |
| 48000 | 723 | 1.8% |
| 80000 | 662 | 1.7% |
| Other values (5308) | 30892 |
| Value | Count | Frequency (%) |
| 4000 | 1 | < 0.1% |
| 4080 | 1 | < 0.1% |
| 4200 | 2 | < 0.1% |
| 4800 | 4 | |
| 4888 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 6000 | 5 | |
| 7000 | 1 | < 0.1% |
| 7200 | 4 |
| Value | Count | Frequency (%) |
| 6000000 | 1 | < 0.1% |
| 3900000 | 1 | < 0.1% |
| 2039784 | 1 | < 0.1% |
| 1900000 | 1 | < 0.1% |
| 1782000 | 1 | < 0.1% |
| 1440000 | 1 | < 0.1% |
| 1362000 | 1 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1200000 | 4 | |
| 1176000 | 1 | < 0.1% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.464335 |
| Min length | 8 |
Characters and Unicode
| Total characters | 455329 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 16921 | |
| Verified | 12809 | |
| Source Verified | 9987 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 39717 | |
| not | 16921 | |
| source | 9987 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 89421 | |
| i | 79434 | |
| r | 49704 | |
| V | 39717 | |
| f | 39717 | |
| d | 39717 | |
| o | 26908 | 5.9% |
| 26908 | 5.9% | |
| N | 16921 | 3.7% |
| t | 16921 | 3.7% |
| Other values (3) | 29961 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 361796 | |
| Uppercase Letter | 66625 | 14.6% |
| Space Separator | 26908 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 89421 | |
| i | 79434 | |
| r | 49704 | |
| f | 39717 | |
| d | 39717 | |
| o | 26908 | 7.4% |
| t | 16921 | 4.7% |
| u | 9987 | 2.8% |
| c | 9987 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 39717 | |
| N | 16921 | |
| S | 9987 | 15.0% |
Space Separator
| Value | Count | Frequency (%) |
| 26908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 428421 | |
| Common | 26908 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 89421 | |
| i | 79434 | |
| r | 49704 | |
| V | 39717 | |
| f | 39717 | |
| d | 39717 | |
| o | 26908 | 6.3% |
| N | 16921 | 3.9% |
| t | 16921 | 3.9% |
| S | 9987 | 2.3% |
| Other values (2) | 19974 | 4.7% |
Common
| Value | Count | Frequency (%) |
| 26908 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 455329 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 89421 | |
| i | 79434 | |
| r | 49704 | |
| V | 39717 | |
| f | 39717 | |
| d | 39717 | |
| o | 26908 | 5.9% |
| 26908 | 5.9% | |
| N | 16921 | 3.7% |
| t | 16921 | 3.7% |
| Other values (3) | 29961 | 6.6% |
issue_d
Text
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 238302 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Dec-11 |
|---|---|
| 2nd row | Dec-11 |
| 3rd row | Dec-11 |
| 4th row | Dec-11 |
| 5th row | Dec-11 |
| Value | Count | Frequency (%) |
| dec-11 | 2260 | 5.7% |
| nov-11 | 2223 | 5.6% |
| oct-11 | 2114 | 5.3% |
| sep-11 | 2063 | 5.2% |
| aug-11 | 1928 | 4.9% |
| jul-11 | 1870 | 4.7% |
| jun-11 | 1827 | 4.6% |
| may-11 | 1689 | 4.3% |
| apr-11 | 1562 | 3.9% |
| mar-11 | 1443 | 3.6% |
| Other values (45) | 20738 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 54844 | |
| - | 39717 | |
| 0 | 18061 | 7.6% |
| e | 10439 | 4.4% |
| u | 10273 | 4.3% |
| J | 9134 | 3.8% |
| c | 8367 | 3.5% |
| a | 8070 | 3.4% |
| p | 6482 | 2.7% |
| A | 6352 | 2.7% |
| Other values (18) | 66563 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79434 | |
| Lowercase Letter | 79434 | |
| Dash Punctuation | 39717 | |
| Uppercase Letter | 39717 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10439 | |
| u | 10273 | |
| c | 8367 | |
| a | 8070 | |
| p | 6482 | |
| n | 5658 | |
| r | 5526 | |
| v | 4167 | 5.2% |
| o | 4167 | 5.2% |
| t | 3934 | 5.0% |
| Other values (4) | 12351 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9134 | |
| A | 6352 | |
| M | 5691 | |
| D | 4433 | |
| N | 4167 | |
| O | 3934 | |
| S | 3648 | 9.2% |
| F | 2358 | 5.9% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 54844 | |
| 0 | 18061 | 22.7% |
| 9 | 4716 | 5.9% |
| 8 | 1562 | 2.0% |
| 7 | 251 | 0.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119151 | |
| Latin | 119151 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10439 | 8.8% |
| u | 10273 | 8.6% |
| J | 9134 | 7.7% |
| c | 8367 | 7.0% |
| a | 8070 | 6.8% |
| p | 6482 | 5.4% |
| A | 6352 | 5.3% |
| M | 5691 | 4.8% |
| n | 5658 | 4.7% |
| r | 5526 | 4.6% |
| Other values (12) | 43159 |
Common
| Value | Count | Frequency (%) |
| 1 | 54844 | |
| - | 39717 | |
| 0 | 18061 | 15.2% |
| 9 | 4716 | 4.0% |
| 8 | 1562 | 1.3% |
| 7 | 251 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 238302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 54844 | |
| - | 39717 | |
| 0 | 18061 | 7.6% |
| e | 10439 | 4.4% |
| u | 10273 | 4.3% |
| J | 9134 | 3.8% |
| c | 8367 | 3.5% |
| a | 8070 | 3.4% |
| p | 6482 | 2.7% |
| A | 6352 | 2.7% |
| Other values (18) | 66563 |
loan_status
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| Fully Paid | |
|---|---|
| Charged Off | |
| Current | 1140 |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.055568 |
| Min length | 7 |
Characters and Unicode
| Total characters | 399377 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Charged Off |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Current |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 32950 | |
| Charged Off | 5627 | 14.2% |
| Current | 1140 | 2.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 32950 | |
| paid | 32950 | |
| charged | 5627 | 7.2% |
| off | 5627 | 7.2% |
| current | 1140 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| u | 34090 | |
| F | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.8% |
| Other values (8) | 40602 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 282506 | |
| Uppercase Letter | 78294 | 19.6% |
| Space Separator | 38577 | 9.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| u | 34090 | |
| y | 32950 | |
| i | 32950 | |
| f | 11254 | 4.0% |
| r | 7907 | 2.8% |
| e | 6767 | 2.4% |
| g | 5627 | 2.0% |
| Other values (3) | 7907 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 32950 | |
| P | 32950 | |
| C | 6767 | 8.6% |
| O | 5627 | 7.2% |
Space Separator
| Value | Count | Frequency (%) |
| 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 360800 | |
| Common | 38577 | 9.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| u | 34090 | |
| F | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 3.1% |
| r | 7907 | 2.2% |
| Other values (7) | 32695 |
Common
| Value | Count | Frequency (%) |
| 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 399377 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| u | 34090 | |
| F | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.8% |
| Other values (8) | 40602 |
pymnt_plan
Boolean
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.9 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 39717 |
url
Text
UNIQUE 
| Distinct | 39717 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
Length
| Max length | 64 |
|---|---|
| Median length | 63 |
| Mean length | 63.108367 |
| Min length | 62 |
Characters and Unicode
| Total characters | 2506475 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 39717 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 |
|---|---|
| 2nd row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077430 |
| 3rd row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077175 |
| 4th row | https://lendingclub.com/browse/loanDetail.action?loan_id=1076863 |
| 5th row | https://lendingclub.com/browse/loanDetail.action?loan_id=1075358 |
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loandetail.action?loan_id=1077501 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069639 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069742 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1062474 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069971 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1077175 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1076863 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1075358 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1075269 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1072053 | 1 | < 0.1% |
| Other values (39707) | 39707 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 198585 | 7.9% |
| l | 198585 | 7.9% |
| n | 198585 | 7.9% |
| a | 158868 | 6.3% |
| t | 158868 | 6.3% |
| / | 158868 | 6.3% |
| i | 158868 | 6.3% |
| c | 119151 | 4.8% |
| e | 119151 | 4.8% |
| . | 79434 | 3.2% |
| Other values (25) | 957512 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1826982 | |
| Other Punctuation | 317736 | 12.7% |
| Decimal Number | 242606 | 9.7% |
| Uppercase Letter | 39717 | 1.6% |
| Connector Punctuation | 39717 | 1.6% |
| Math Symbol | 39717 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 198585 | |
| l | 198585 | |
| n | 198585 | |
| a | 158868 | |
| t | 158868 | |
| i | 158868 | |
| c | 119151 | 6.5% |
| e | 119151 | 6.5% |
| b | 79434 | 4.3% |
| d | 79434 | 4.3% |
| Other values (8) | 357453 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 26616 | |
| 6 | 26607 | |
| 7 | 26037 | |
| 8 | 25774 | |
| 4 | 25584 | |
| 1 | 24160 | |
| 0 | 23856 | |
| 3 | 22052 | |
| 9 | 21694 | |
| 2 | 20226 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 158868 | |
| . | 79434 | |
| ? | 39717 | 12.5% |
| : | 39717 | 12.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 39717 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 39717 |
Math Symbol
| Value | Count | Frequency (%) |
| = | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1866699 | |
| Common | 639776 | 25.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 198585 | |
| l | 198585 | |
| n | 198585 | |
| a | 158868 | 8.5% |
| t | 158868 | 8.5% |
| i | 158868 | 8.5% |
| c | 119151 | 6.4% |
| e | 119151 | 6.4% |
| b | 79434 | 4.3% |
| d | 79434 | 4.3% |
| Other values (9) | 397170 |
Common
| Value | Count | Frequency (%) |
| / | 158868 | |
| . | 79434 | |
| ? | 39717 | 6.2% |
| _ | 39717 | 6.2% |
| = | 39717 | 6.2% |
| : | 39717 | 6.2% |
| 5 | 26616 | 4.2% |
| 6 | 26607 | 4.2% |
| 7 | 26037 | 4.1% |
| 8 | 25774 | 4.0% |
| Other values (6) | 137572 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2506475 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 198585 | 7.9% |
| l | 198585 | 7.9% |
| n | 198585 | 7.9% |
| a | 158868 | 6.3% |
| t | 158868 | 6.3% |
| / | 158868 | 6.3% |
| i | 158868 | 6.3% |
| c | 119151 | 4.8% |
| e | 119151 | 4.8% |
| . | 79434 | 3.2% |
| Other values (25) | 957512 |
desc
Text
MISSING 
| Distinct | 26527 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 12940 |
| Missing (%) | 32.6% |
| Memory size | 310.4 KiB |
Length
| Max length | 3988 |
|---|---|
| Median length | 2248 |
| Mean length | 426.49404 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11420231 |
|---|---|
| Distinct characters | 142 |
| Distinct categories | 17 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 4 ? |
Unique
| Unique | 26499 ? |
|---|---|
| Unique (%) | 99.0% |
Sample
| 1st row | Borrower added on 12/22/11 > I need to upgrade my business technologies.<br> |
|---|---|
| 2nd row | Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike. I only need this money because the deal im looking at is to good to pass up.<br><br> Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike.I only need this money because the deal im looking at is to good to pass up. I have finished college with an associates degree in business and its takingmeplaces<br> |
| 3rd row | Borrower added on 12/21/11 > to pay for property tax (borrow from friend, need to pay back) & central A/C need to be replace. I'm very sorry to let my loan expired last time.<br> |
| 4th row | Borrower added on 12/21/11 > I plan on combining three large interest bills together and freeing up some extra each month to pay toward other bills. I've always been a good payor but have found myself needing to make adjustments to my budget due to a medical scare. My job is very stable, I love it.<br> |
| 5th row | Borrower added on 12/18/11 > I am planning on using the funds to pay off two retail credit cards with 24.99% interest rates, as well as a major bank credit card with a 18.99% rate. I pay all my bills on time, looking for a lower combined payment and lower monthly payment.<br> |
| Value | Count | Frequency (%) |
| i | 77512 | 3.8% |
| to | 71096 | 3.5% |
| a | 54855 | 2.7% |
| the | 54340 | 2.7% |
| and | 54329 | 2.6% |
| my | 51308 | 2.5% |
| on | 49132 | 2.4% |
| 37238 | 1.8% | |
| for | 32774 | 1.6% |
| have | 32490 | 1.6% |
| Other values (53986) | 1535186 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2121185 | ||
| e | 953964 | 8.4% |
| a | 714029 | 6.3% |
| o | 709013 | 6.2% |
| t | 649103 | 5.7% |
| n | 612137 | 5.4% |
| r | 589058 | 5.2% |
| i | 496003 | 4.3% |
| s | 426272 | 3.7% |
| d | 397984 | 3.5% |
| Other values (132) | 3751483 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8135704 | |
| Space Separator | 2121258 | 18.6% |
| Decimal Number | 346663 | 3.0% |
| Other Punctuation | 326744 | 2.9% |
| Uppercase Letter | 302772 | 2.7% |
| Math Symbol | 140645 | 1.2% |
| Currency Symbol | 16745 | 0.1% |
| Dash Punctuation | 13032 | 0.1% |
| Close Punctuation | 7337 | 0.1% |
| Open Punctuation | 6727 | 0.1% |
| Other values (7) | 2604 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 94559 | |
| B | 34778 | 11.5% |
| T | 28474 | 9.4% |
| A | 15522 | 5.1% |
| C | 14303 | 4.7% |
| M | 14262 | 4.7% |
| S | 9642 | 3.2% |
| E | 9211 | 3.0% |
| W | 8830 | 2.9% |
| L | 8656 | 2.9% |
| Other values (21) | 64535 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 953964 | |
| a | 714029 | 8.8% |
| o | 709013 | 8.7% |
| t | 649103 | 8.0% |
| n | 612137 | 7.5% |
| r | 589058 | 7.2% |
| i | 496003 | 6.1% |
| s | 426272 | 5.2% |
| d | 397984 | 4.9% |
| l | 355636 | 4.4% |
| Other values (18) | 2232505 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 120658 | |
| / | 116441 | |
| , | 50144 | |
| ' | 13317 | 4.1% |
| ! | 6738 | 2.1% |
| % | 5704 | 1.7% |
| : | 5281 | 1.6% |
| ; | 3357 | 1.0% |
| & | 2616 | 0.8% |
| " | 801 | 0.2% |
| Other values (10) | 1687 | 0.5% |
Control
| Value | Count | Frequency (%) |
| 1287 | ||
| | 411 | 19.3% |
| | 191 | 9.0% |
| | 38 | 1.8% |
| | 37 | 1.7% |
| | 35 | 1.6% |
| | 27 | 1.3% |
| | 27 | 1.3% |
| | 23 | 1.1% |
| | 15 | 0.7% |
| Other values (9) | 37 | 1.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 104184 | |
| 1 | 97487 | |
| 2 | 36710 | 10.6% |
| 5 | 21465 | 6.2% |
| 3 | 17828 | 5.1% |
| 9 | 16291 | 4.7% |
| 4 | 13709 | 4.0% |
| 6 | 13182 | 3.8% |
| 7 | 12927 | 3.7% |
| 8 | 12880 | 3.7% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 84845 | |
| < | 53870 | |
| + | 984 | 0.7% |
| = | 615 | 0.4% |
| ~ | 290 | 0.2% |
| ¬ | 31 | < 0.1% |
| | | 10 | < 0.1% |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 96 | |
| © | 15 | 13.0% |
| � | 2 | 1.7% |
| ® | 2 | 1.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 13017 | |
| — | 9 | 0.1% |
| – | 6 | < 0.1% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 7290 | |
| ] | 44 | 0.6% |
| } | 3 | < 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 6681 | |
| [ | 44 | 0.7% |
| { | 2 | < 0.1% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 13 | |
| ^ | 5 | 26.3% |
| ¯ | 1 | 5.3% |
Space Separator
| Value | Count | Frequency (%) |
| 2121185 | ||
| 73 | < 0.1% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 16671 | |
| ¢ | 74 | 0.4% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 78 | |
| ” | 18 | 18.8% |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 18 | |
| ‘ | 3 | 14.3% |
Other Number
| Value | Count | Frequency (%) |
| ½ | 6 | |
| ¾ | 2 | 25.0% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8438476 | |
| Common | 2981755 | 26.1% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2121185 | ||
| . | 120658 | 4.0% |
| / | 116441 | 3.9% |
| 0 | 104184 | 3.5% |
| 1 | 97487 | 3.3% |
| > | 84845 | 2.8% |
| < | 53870 | 1.8% |
| , | 50144 | 1.7% |
| 2 | 36710 | 1.2% |
| 5 | 21465 | 0.7% |
| Other values (73) | 174766 | 5.9% |
Latin
| Value | Count | Frequency (%) |
| e | 953964 | 11.3% |
| a | 714029 | 8.5% |
| o | 709013 | 8.4% |
| t | 649103 | 7.7% |
| n | 612137 | 7.3% |
| r | 589058 | 7.0% |
| i | 496003 | 5.9% |
| s | 426272 | 5.1% |
| d | 397984 | 4.7% |
| l | 355636 | 4.2% |
| Other values (49) | 2535277 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11418236 | |
| None | 1834 | < 0.1% |
| Punctuation | 159 | < 0.1% |
| Specials | 2 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2121185 | ||
| e | 953964 | 8.4% |
| a | 714029 | 6.3% |
| o | 709013 | 6.2% |
| t | 649103 | 5.7% |
| n | 612137 | 5.4% |
| r | 589058 | 5.2% |
| i | 496003 | 4.3% |
| s | 426272 | 3.7% |
| d | 397984 | 3.5% |
| Other values (86) | 3749488 |
None
| Value | Count | Frequency (%) |
| â | 438 | |
| | 411 | |
| | 191 | |
| Â | 127 | 6.9% |
| Ã | 97 | 5.3% |
| ¦ | 96 | 5.2% |
| ¢ | 74 | 4.0% |
| 73 | 4.0% | |
| | 38 | 2.1% |
| | 37 | 2.0% |
| Other values (27) | 252 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 78 | |
| … | 19 | 11.9% |
| “ | 18 | 11.3% |
| ” | 18 | 11.3% |
| — | 9 | 5.7% |
| • | 8 | 5.0% |
| – | 6 | 3.8% |
| ‘ | 3 | 1.9% |
Specials
| Value | Count | Frequency (%) |
| � | 2 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.736183 |
| Min length | 3 |
Characters and Unicode
| Total characters | 545560 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 18641 | |
| credit_card | 5130 | 12.9% |
| other | 3993 | 10.1% |
| home_improvement | 2976 | 7.5% |
| major_purchase | 2187 | 5.5% |
| small_business | 1828 | 4.6% |
| car | 1549 | 3.9% |
| wedding | 947 | 2.4% |
| medical | 693 | 1.7% |
| moving | 583 | 1.5% |
| Other values (4) | 1190 | 3.0% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 18641 | |
| credit_card | 5130 | 12.9% |
| other | 3993 | 10.1% |
| home_improvement | 2976 | 7.5% |
| major_purchase | 2187 | 5.5% |
| small_business | 1828 | 4.6% |
| car | 1549 | 3.9% |
| wedding | 947 | 2.4% |
| medical | 693 | 1.7% |
| moving | 583 | 1.5% |
| Other values (4) | 1190 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 69725 | |
| d | 50454 | |
| i | 50145 | |
| t | 50087 | |
| n | 44528 | |
| e | 43568 | 8.0% |
| c | 34036 | 6.2% |
| a | 33730 | 6.2% |
| _ | 30865 | 5.7% |
| s | 28521 | 5.2% |
| Other values (12) | 109901 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 514695 | |
| Connector Punctuation | 30865 | 5.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 69725 | |
| d | 50454 | |
| i | 50145 | |
| t | 50087 | |
| n | 44528 | |
| e | 43568 | |
| c | 34036 | 6.6% |
| a | 33730 | 6.6% |
| s | 28521 | 5.5% |
| l | 23418 | 4.5% |
| Other values (11) | 86483 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 30865 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 514695 | |
| Common | 30865 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 69725 | |
| d | 50454 | |
| i | 50145 | |
| t | 50087 | |
| n | 44528 | |
| e | 43568 | |
| c | 34036 | 6.6% |
| a | 33730 | 6.6% |
| s | 28521 | 5.5% |
| l | 23418 | 4.5% |
| Other values (11) | 86483 |
Common
| Value | Count | Frequency (%) |
| _ | 30865 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 545560 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 69725 | |
| d | 50454 | |
| i | 50145 | |
| t | 50087 | |
| n | 44528 | |
| e | 43568 | 8.0% |
| c | 34036 | 6.2% |
| a | 33730 | 6.2% |
| _ | 30865 | 5.7% |
| s | 28521 | 5.2% |
| Other values (12) | 109901 |
title
Text
| Distinct | 19615 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 310.4 KiB |
Length
| Max length | 80 |
|---|---|
| Median length | 72 |
| Mean length | 17.187327 |
| Min length | 1 |
Characters and Unicode
| Total characters | 682440 |
|---|---|
| Distinct characters | 108 |
| Distinct categories | 15 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 17624 ? |
|---|---|
| Unique (%) | 44.4% |
Sample
| 1st row | Computer |
|---|---|
| 2nd row | bike |
| 3rd row | real estate business |
| 4th row | personel |
| 5th row | Personal |
| Value | Count | Frequency (%) |
| loan | 10895 | 10.4% |
| debt | 9245 | 8.8% |
| consolidation | 8622 | 8.2% |
| credit | 4604 | 4.4% |
| card | 3341 | 3.2% |
| personal | 2043 | 2.0% |
| home | 1875 | 1.8% |
| pay | 1344 | 1.3% |
| off | 1259 | 1.2% |
| my | 1133 | 1.1% |
| Other values (8935) | 60203 |
Most occurring characters
| Value | Count | Frequency (%) |
| 66029 | 9.7% | |
| o | 65729 | 9.6% |
| n | 55657 | 8.2% |
| e | 54557 | 8.0% |
| a | 50167 | 7.4% |
| i | 43822 | 6.4% |
| t | 42600 | 6.2% |
| d | 30679 | 4.5% |
| r | 29153 | 4.3% |
| s | 28544 | 4.2% |
| Other values (98) | 215503 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 521300 | |
| Uppercase Letter | 83242 | 12.2% |
| Space Separator | 66029 | 9.7% |
| Decimal Number | 5995 | 0.9% |
| Other Punctuation | 4442 | 0.7% |
| Dash Punctuation | 824 | 0.1% |
| Connector Punctuation | 213 | < 0.1% |
| Close Punctuation | 104 | < 0.1% |
| Currency Symbol | 94 | < 0.1% |
| Math Symbol | 92 | < 0.1% |
| Other values (5) | 105 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 65729 | |
| n | 55657 | |
| e | 54557 | |
| a | 50167 | |
| i | 43822 | |
| t | 42600 | |
| d | 30679 | 5.9% |
| r | 29153 | 5.6% |
| s | 28544 | 5.5% |
| l | 26300 | 5.0% |
| Other values (18) | 94092 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 18509 | |
| L | 10335 | |
| D | 9244 | |
| P | 5641 | 6.8% |
| R | 3732 | 4.5% |
| M | 3256 | 3.9% |
| S | 3227 | 3.9% |
| B | 3116 | 3.7% |
| H | 2910 | 3.5% |
| I | 2885 | 3.5% |
| Other values (18) | 20387 |
Other Punctuation
| Value | Count | Frequency (%) |
| ! | 1123 | |
| ' | 982 | |
| . | 712 | |
| / | 538 | |
| , | 435 | 9.8% |
| & | 328 | 7.4% |
| % | 95 | 2.1% |
| : | 64 | 1.4% |
| " | 56 | 1.3% |
| ? | 25 | 0.6% |
| Other values (5) | 84 | 1.9% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1691 | |
| 0 | 1677 | |
| 2 | 1105 | |
| 3 | 299 | 5.0% |
| 5 | 256 | 4.3% |
| 9 | 254 | 4.2% |
| 4 | 216 | 3.6% |
| 6 | 178 | 3.0% |
| 8 | 169 | 2.8% |
| 7 | 150 | 2.5% |
Control
| Value | Count | Frequency (%) |
| | 4 | |
| | 4 | |
| | 4 | |
| 2 | ||
| | 2 | |
| | 1 | 5.3% |
| 1 | 5.3% | |
| | 1 | 5.3% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 53 | |
| = | 19 | 20.7% |
| < | 9 | 9.8% |
| > | 8 | 8.7% |
| ~ | 2 | 2.2% |
| | | 1 | 1.1% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ^ | 1 | |
| ´ | 1 | |
| ` | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 100 | |
| ] | 4 | 3.8% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 77 | |
| [ | 3 | 3.8% |
Space Separator
| Value | Count | Frequency (%) |
| 66029 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 824 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 213 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 94 |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 2 |
Other Number
| Value | Count | Frequency (%) |
| ³ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 604542 | |
| Common | 77898 | 11.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 65729 | 10.9% |
| n | 55657 | 9.2% |
| e | 54557 | 9.0% |
| a | 50167 | 8.3% |
| i | 43822 | 7.2% |
| t | 42600 | 7.0% |
| d | 30679 | 5.1% |
| r | 29153 | 4.8% |
| s | 28544 | 4.7% |
| l | 26300 | 4.4% |
| Other values (46) | 177334 |
Common
| Value | Count | Frequency (%) |
| 66029 | ||
| 1 | 1691 | 2.2% |
| 0 | 1677 | 2.2% |
| ! | 1123 | 1.4% |
| 2 | 1105 | 1.4% |
| ' | 982 | 1.3% |
| - | 824 | 1.1% |
| . | 712 | 0.9% |
| / | 538 | 0.7% |
| , | 435 | 0.6% |
| Other values (42) | 2782 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 682408 | |
| None | 32 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 66029 | 9.7% | |
| o | 65729 | 9.6% |
| n | 55657 | 8.2% |
| e | 54557 | 8.0% |
| a | 50167 | 7.4% |
| i | 43822 | 6.4% |
| t | 42600 | 6.2% |
| d | 30679 | 4.5% |
| r | 29153 | 4.3% |
| s | 28544 | 4.2% |
| Other values (84) | 215471 |
None
| Value | Count | Frequency (%) |
| â | 4 | |
| | 4 | |
| | 4 | |
| | 4 | |
| î | 4 | |
| ¦ | 2 | |
| | 2 | |
| Ã | 2 | |
| ´ | 1 | 3.1% |
| Â | 1 | 3.1% |
| Other values (4) | 4 |
zip_code
Text
| Distinct | 823 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 198585 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 55 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 860xx |
|---|---|
| 2nd row | 309xx |
| 3rd row | 606xx |
| 4th row | 917xx |
| 5th row | 972xx |
| Value | Count | Frequency (%) |
| 100xx | 597 | 1.5% |
| 945xx | 545 | 1.4% |
| 112xx | 516 | 1.3% |
| 606xx | 503 | 1.3% |
| 070xx | 473 | 1.2% |
| 900xx | 453 | 1.1% |
| 021xx | 397 | 1.0% |
| 300xx | 394 | 1.0% |
| 926xx | 371 | 0.9% |
| 750xx | 367 | 0.9% |
| Other values (813) | 35101 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 79434 | |
| 0 | 19773 | 10.0% |
| 1 | 15629 | 7.9% |
| 2 | 13589 | 6.8% |
| 9 | 12681 | 6.4% |
| 3 | 12356 | 6.2% |
| 7 | 10257 | 5.2% |
| 4 | 9121 | 4.6% |
| 5 | 9020 | 4.5% |
| 8 | 8670 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 119151 | |
| Lowercase Letter | 79434 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19773 | |
| 1 | 15629 | |
| 2 | 13589 | |
| 9 | 12681 | |
| 3 | 12356 | |
| 7 | 10257 | |
| 4 | 9121 | |
| 5 | 9020 | |
| 8 | 8670 | |
| 6 | 8055 |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 79434 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119151 | |
| Latin | 79434 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19773 | |
| 1 | 15629 | |
| 2 | 13589 | |
| 9 | 12681 | |
| 3 | 12356 | |
| 7 | 10257 | |
| 4 | 9121 | |
| 5 | 9020 | |
| 8 | 8670 | |
| 6 | 8055 |
Latin
| Value | Count | Frequency (%) |
| x | 79434 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 198585 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 79434 | |
| 0 | 19773 | 10.0% |
| 1 | 15629 | 7.9% |
| 2 | 13589 | 6.8% |
| 9 | 12681 | 6.4% |
| 3 | 12356 | 6.2% |
| 7 | 10257 | 5.2% |
| 4 | 9121 | 4.6% |
| 5 | 9020 | 4.5% |
| 8 | 8670 | 4.4% |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 1850 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 79434 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | GA |
| 3rd row | IL |
| 4th row | CA |
| 5th row | OR |
Common Values
| Value | Count | Frequency (%) |
| CA | 7099 | |
| NY | 3812 | 9.6% |
| FL | 2866 | 7.2% |
| TX | 2727 | 6.9% |
| NJ | 1850 | 4.7% |
| IL | 1525 | 3.8% |
| PA | 1517 | 3.8% |
| VA | 1407 | 3.5% |
| GA | 1398 | 3.5% |
| MA | 1340 | 3.4% |
| Other values (40) | 14176 |
Length
| Value | Count | Frequency (%) |
| ca | 7099 | |
| ny | 3812 | 9.6% |
| fl | 2866 | 7.2% |
| tx | 2727 | 6.9% |
| nj | 1850 | 4.7% |
| il | 1525 | 3.8% |
| pa | 1517 | 3.8% |
| va | 1407 | 3.5% |
| ga | 1398 | 3.5% |
| ma | 1340 | 3.4% |
| Other values (40) | 14176 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 15698 | |
| C | 10116 | |
| N | 7953 | |
| L | 5279 | 6.6% |
| M | 4706 | 5.9% |
| Y | 4220 | 5.3% |
| T | 3892 | 4.9% |
| O | 3451 | 4.3% |
| I | 3097 | 3.9% |
| F | 2866 | 3.6% |
| Other values (14) | 18156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 79434 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 15698 | |
| C | 10116 | |
| N | 7953 | |
| L | 5279 | 6.6% |
| M | 4706 | 5.9% |
| Y | 4220 | 5.3% |
| T | 3892 | 4.9% |
| O | 3451 | 4.3% |
| I | 3097 | 3.9% |
| F | 2866 | 3.6% |
| Other values (14) | 18156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 79434 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 15698 | |
| C | 10116 | |
| N | 7953 | |
| L | 5279 | 6.6% |
| M | 4706 | 5.9% |
| Y | 4220 | 5.3% |
| T | 3892 | 4.9% |
| O | 3451 | 4.3% |
| I | 3097 | 3.9% |
| F | 2866 | 3.6% |
| Other values (14) | 18156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79434 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 15698 | |
| C | 10116 | |
| N | 7953 | |
| L | 5279 | 6.6% |
| M | 4706 | 5.9% |
| Y | 4220 | 5.3% |
| T | 3892 | 4.9% |
| O | 3451 | 4.3% |
| I | 3097 | 3.9% |
| F | 2866 | 3.6% |
| Other values (14) | 18156 |
dti
Real number (ℝ)
| Distinct | 2868 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.31513 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 183 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.13 |
| Q1 | 8.17 |
| median | 13.4 |
| Q3 | 18.6 |
| 95-th percentile | 23.84 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.43 |
Descriptive statistics
| Standard deviation | 6.6785936 |
|---|---|
| Coefficient of variation (CV) | 0.50157932 |
| Kurtosis | -0.85201548 |
| Mean | 13.31513 |
| Median Absolute Deviation (MAD) | 5.21 |
| Skewness | -0.028043331 |
| Sum | 528837 |
| Variance | 44.603612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 183 | 0.5% |
| 12 | 51 | 0.1% |
| 18 | 45 | 0.1% |
| 19.2 | 40 | 0.1% |
| 13.2 | 39 | 0.1% |
| 12.48 | 38 | 0.1% |
| 16.8 | 38 | 0.1% |
| 13.5 | 38 | 0.1% |
| 6 | 37 | 0.1% |
| 15 | 36 | 0.1% |
| Other values (2858) | 39172 |
| Value | Count | Frequency (%) |
| 0 | 183 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.95 | 1 | < 0.1% |
| 29.93 | 3 | |
| 29.92 | 2 | |
| 29.89 | 1 | < 0.1% |
| 29.88 | 1 | < 0.1% |
| 29.86 | 2 | |
| 29.85 | 1 | < 0.1% |
| 29.83 | 1 | < 0.1% |
| 29.82 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14651157 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 35405 |
| Zeros (%) | 89.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49181152 |
|---|---|
| Coefficient of variation (CV) | 3.3568101 |
| Kurtosis | 39.4125 |
| Mean | 0.14651157 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.0220352 |
| Sum | 5819 |
| Variance | 0.24187857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 35405 | |
| 1 | 3303 | 8.3% |
| 2 | 687 | 1.7% |
| 3 | 220 | 0.6% |
| 4 | 62 | 0.2% |
| 5 | 22 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 35405 | |
| 1 | 3303 | 8.3% |
| 2 | 687 | 1.7% |
| 3 | 220 | 0.6% |
| 4 | 62 | 0.2% |
| 5 | 22 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 10 | < 0.1% |
| 5 | 22 | 0.1% |
| 4 | 62 | 0.2% |
| 3 | 220 | 0.6% |
| 2 | 687 | 1.7% |
| 1 | 3303 |
earliest_cr_line
Text
| Distinct | 526 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 238302 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 33 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Jan-85 |
|---|---|
| 2nd row | Apr-99 |
| 3rd row | Nov-01 |
| 4th row | Feb-96 |
| 5th row | Jan-96 |
| Value | Count | Frequency (%) |
| nov-98 | 370 | 0.9% |
| oct-99 | 366 | 0.9% |
| dec-98 | 348 | 0.9% |
| oct-00 | 346 | 0.9% |
| dec-97 | 329 | 0.8% |
| nov-00 | 320 | 0.8% |
| nov-99 | 319 | 0.8% |
| sep-00 | 306 | 0.8% |
| oct-98 | 305 | 0.8% |
| nov-97 | 298 | 0.8% |
| Other values (516) | 36410 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 39717 | |
| 9 | 23353 | 9.8% |
| 0 | 19365 | 8.1% |
| e | 10541 | 4.4% |
| J | 9426 | 4.0% |
| u | 9302 | 3.9% |
| a | 9126 | 3.8% |
| 8 | 8453 | 3.5% |
| c | 8143 | 3.4% |
| n | 6364 | 2.7% |
| Other values (23) | 94512 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79434 | |
| Lowercase Letter | 79434 | |
| Dash Punctuation | 39717 | |
| Uppercase Letter | 39717 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10541 | |
| u | 9302 | |
| a | 9126 | |
| c | 8143 | |
| n | 6364 | |
| p | 6335 | |
| r | 5536 | |
| t | 4076 | 5.1% |
| o | 3930 | 4.9% |
| v | 3930 | 4.9% |
| Other values (4) | 12151 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 23353 | |
| 0 | 19365 | |
| 8 | 8453 | 10.6% |
| 7 | 4822 | 6.1% |
| 4 | 4274 | 5.4% |
| 5 | 4201 | 5.3% |
| 6 | 4174 | 5.3% |
| 3 | 3784 | 4.8% |
| 1 | 3736 | 4.7% |
| 2 | 3272 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9426 | |
| A | 6047 | |
| M | 5697 | |
| O | 4076 | |
| D | 4067 | |
| N | 3930 | |
| S | 3593 | 9.0% |
| F | 2881 | 7.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119151 | |
| Latin | 119151 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10541 | 8.8% |
| J | 9426 | 7.9% |
| u | 9302 | 7.8% |
| a | 9126 | 7.7% |
| c | 8143 | 6.8% |
| n | 6364 | 5.3% |
| p | 6335 | 5.3% |
| A | 6047 | 5.1% |
| M | 5697 | 4.8% |
| r | 5536 | 4.6% |
| Other values (12) | 42634 |
Common
| Value | Count | Frequency (%) |
| - | 39717 | |
| 9 | 23353 | |
| 0 | 19365 | |
| 8 | 8453 | 7.1% |
| 7 | 4822 | 4.0% |
| 4 | 4274 | 3.6% |
| 5 | 4201 | 3.5% |
| 6 | 4174 | 3.5% |
| 3 | 3784 | 3.2% |
| 1 | 3736 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 238302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 39717 | |
| 9 | 23353 | 9.8% |
| 0 | 19365 | 8.1% |
| e | 10541 | 4.4% |
| J | 9426 | 4.0% |
| u | 9302 | 3.9% |
| a | 9126 | 3.8% |
| 8 | 8453 | 3.5% |
| c | 8143 | 3.4% |
| n | 6364 | 2.7% |
| Other values (23) | 94512 |
inq_last_6mths
Real number (ℝ)
ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.86919959 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 19300 |
| Zeros (%) | 48.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0702193 |
|---|---|
| Coefficient of variation (CV) | 1.23127 |
| Kurtosis | 2.5621599 |
| Mean | 0.86919959 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3903909 |
| Sum | 34522 |
| Variance | 1.1453694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19300 | |
| 1 | 10971 | |
| 2 | 5812 | 14.6% |
| 3 | 3048 | 7.7% |
| 4 | 326 | 0.8% |
| 5 | 146 | 0.4% |
| 6 | 64 | 0.2% |
| 7 | 35 | 0.1% |
| 8 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 19300 | |
| 1 | 10971 | |
| 2 | 5812 | 14.6% |
| 3 | 3048 | 7.7% |
| 4 | 326 | 0.8% |
| 5 | 146 | 0.4% |
| 6 | 64 | 0.2% |
| 7 | 35 | 0.1% |
| 8 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 15 | < 0.1% |
| 7 | 35 | 0.1% |
| 6 | 64 | 0.2% |
| 5 | 146 | 0.4% |
| 4 | 326 | 0.8% |
| 3 | 3048 | 7.7% |
| 2 | 5812 | 14.6% |
| 1 | 10971 | |
| 0 | 19300 |
mths_since_last_delinq
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 95 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 25682 |
| Missing (%) | 64.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.900962 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 443 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 18 |
| median | 34 |
| Q3 | 52 |
| 95-th percentile | 75 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.02006 |
|---|---|
| Coefficient of variation (CV) | 0.6133557 |
| Kurtosis | -0.84257778 |
| Mean | 35.900962 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.30643687 |
| Sum | 503870 |
| Variance | 484.88302 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 443 | 1.1% |
| 15 | 252 | 0.6% |
| 30 | 247 | 0.6% |
| 23 | 247 | 0.6% |
| 24 | 241 | 0.6% |
| 19 | 238 | 0.6% |
| 38 | 237 | 0.6% |
| 20 | 233 | 0.6% |
| 18 | 231 | 0.6% |
| 22 | 231 | 0.6% |
| Other values (85) | 11435 | |
| (Missing) | 25682 |
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 30 | 0.1% |
| 2 | 101 | 0.3% |
| 3 | 145 | 0.4% |
| 4 | 153 | 0.4% |
| 5 | 151 | 0.4% |
| 6 | 192 | |
| 7 | 176 | 0.4% |
| 8 | 168 | 0.4% |
| 9 | 182 |
| Value | Count | Frequency (%) |
| 120 | 1 | |
| 115 | 1 | |
| 107 | 1 | |
| 106 | 1 | |
| 103 | 2 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 89 | 1 | |
| 86 | 2 |
mths_since_last_record
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 111 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 36931 |
| Missing (%) | 93.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.698134 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 670 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 22 |
| median | 90 |
| Q3 | 104 |
| 95-th percentile | 115 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 82 |
Descriptive statistics
| Standard deviation | 43.822529 |
|---|---|
| Coefficient of variation (CV) | 0.62874753 |
| Kurtosis | -1.1565557 |
| Mean | 69.698134 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.71722858 |
| Sum | 194179 |
| Variance | 1920.4141 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 670 | 1.7% |
| 104 | 61 | 0.2% |
| 89 | 60 | 0.2% |
| 113 | 59 | 0.1% |
| 111 | 57 | 0.1% |
| 94 | 55 | 0.1% |
| 108 | 55 | 0.1% |
| 93 | 54 | 0.1% |
| 87 | 54 | 0.1% |
| 100 | 53 | 0.1% |
| Other values (101) | 1608 | 4.0% |
| (Missing) | 36931 |
| Value | Count | Frequency (%) |
| 0 | 670 | |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 17 | 3 | < 0.1% |
| 18 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 119 | 10 | < 0.1% |
| 118 | 36 | |
| 117 | 47 | |
| 116 | 41 | |
| 115 | 37 | |
| 114 | 51 | |
| 113 | 59 | |
| 112 | 39 |
open_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2944079 |
| Minimum | 2 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 17 |
| Maximum | 44 |
| Range | 42 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.4002825 |
|---|---|
| Coefficient of variation (CV) | 0.47343333 |
| Kurtosis | 1.677572 |
| Mean | 9.2944079 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0037619 |
| Sum | 369146 |
| Variance | 19.362486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 4018 | |
| 6 | 3946 | |
| 8 | 3936 | |
| 9 | 3718 | |
| 10 | 3223 | 8.1% |
| 5 | 3183 | 8.0% |
| 11 | 2746 | 6.9% |
| 4 | 2343 | 5.9% |
| 12 | 2273 | 5.7% |
| 13 | 1911 | 4.8% |
| Other values (30) | 8420 |
| Value | Count | Frequency (%) |
| 2 | 605 | 1.5% |
| 3 | 1493 | 3.8% |
| 4 | 2343 | |
| 5 | 3183 | |
| 6 | 3946 | |
| 7 | 4018 | |
| 8 | 3936 | |
| 9 | 3718 | |
| 10 | 3223 | |
| 11 | 2746 |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 2 | < 0.1% |
| 35 | 4 | |
| 34 | 5 | |
| 33 | 3 | |
| 32 | 4 |
pub_rec
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| 0 | |
|---|---|
| 1 | 2056 |
| 2 | 51 |
| 3 | 7 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 39717 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 39717 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39717 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39717 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 37601 | |
| 1 | 2056 | 5.2% |
| 2 | 51 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 2 | < 0.1% |
revol_bal
Real number (ℝ)
ZEROS 
| Distinct | 21711 |
|---|---|
| Distinct (%) | 54.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13382.528 |
| Minimum | 0 |
|---|---|
| Maximum | 149588 |
| Zeros | 994 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 321.8 |
| Q1 | 3703 |
| median | 8850 |
| Q3 | 17058 |
| 95-th percentile | 41656.4 |
| Maximum | 149588 |
| Range | 149588 |
| Interquartile range (IQR) | 13355 |
Descriptive statistics
| Standard deviation | 15885.017 |
|---|---|
| Coefficient of variation (CV) | 1.1869967 |
| Kurtosis | 14.896523 |
| Mean | 13382.528 |
| Median Absolute Deviation (MAD) | 6027 |
| Skewness | 3.1908837 |
| Sum | 5.3151387 × 108 |
| Variance | 2.5233375 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 994 | 2.5% |
| 298 | 14 | < 0.1% |
| 255 | 14 | < 0.1% |
| 1 | 12 | < 0.1% |
| 682 | 11 | < 0.1% |
| 52 | 9 | < 0.1% |
| 6 | 9 | < 0.1% |
| 346 | 9 | < 0.1% |
| 39 | 9 | < 0.1% |
| 10 | 9 | < 0.1% |
| Other values (21701) | 38627 |
| Value | Count | Frequency (%) |
| 0 | 994 | |
| 1 | 12 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 9 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 149588 | 1 | |
| 149527 | 1 | |
| 149000 | 1 | |
| 148829 | 1 | |
| 148804 | 1 | |
| 147897 | 1 | |
| 147750 | 1 | |
| 147559 | 1 | |
| 147451 | 1 | |
| 147365 | 1 |
revol_util
Text
| Distinct | 1089 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 50 |
| Missing (%) | 0.1% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.52192 |
| Min length | 2 |
Characters and Unicode
| Total characters | 219038 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 89 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 83.70% |
|---|---|
| 2nd row | 9.40% |
| 3rd row | 98.50% |
| 4th row | 21% |
| 5th row | 53.90% |
| Value | Count | Frequency (%) |
| 0 | 977 | 2.5% |
| 0.20 | 63 | 0.2% |
| 63 | 62 | 0.2% |
| 0.10 | 58 | 0.1% |
| 66.70 | 58 | 0.1% |
| 40.70 | 58 | 0.1% |
| 31.20 | 57 | 0.1% |
| 46.40 | 57 | 0.1% |
| 66.60 | 57 | 0.1% |
| 61 | 57 | 0.1% |
| Other values (1079) | 38163 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39671 | |
| % | 39667 | |
| . | 34841 | |
| 4 | 12082 | 5.5% |
| 5 | 12063 | 5.5% |
| 6 | 11989 | 5.5% |
| 7 | 11949 | 5.5% |
| 3 | 11885 | 5.4% |
| 2 | 11550 | 5.3% |
| 8 | 11419 | 5.2% |
| Other values (2) | 21922 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 144530 | |
| Other Punctuation | 74508 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39671 | |
| 4 | 12082 | 8.4% |
| 5 | 12063 | 8.3% |
| 6 | 11989 | 8.3% |
| 7 | 11949 | 8.3% |
| 3 | 11885 | 8.2% |
| 2 | 11550 | 8.0% |
| 8 | 11419 | 7.9% |
| 1 | 11111 | 7.7% |
| 9 | 10811 | 7.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 39667 | |
| . | 34841 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 219038 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39671 | |
| % | 39667 | |
| . | 34841 | |
| 4 | 12082 | 5.5% |
| 5 | 12063 | 5.5% |
| 6 | 11989 | 5.5% |
| 7 | 11949 | 5.5% |
| 3 | 11885 | 5.4% |
| 2 | 11550 | 5.3% |
| 8 | 11419 | 5.2% |
| Other values (2) | 21922 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219038 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39671 | |
| % | 39667 | |
| . | 34841 | |
| 4 | 12082 | 5.5% |
| 5 | 12063 | 5.5% |
| 6 | 11989 | 5.5% |
| 7 | 11949 | 5.5% |
| 3 | 11885 | 5.4% |
| 2 | 11550 | 5.3% |
| 8 | 11419 | 5.2% |
| Other values (2) | 21922 |
total_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.088828 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 43 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.401709 |
|---|---|
| Coefficient of variation (CV) | 0.51617534 |
| Kurtosis | 0.6937402 |
| Mean | 22.088828 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.82737909 |
| Sum | 877302 |
| Variance | 129.99896 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 1471 | 3.7% |
| 15 | 1462 | 3.7% |
| 17 | 1457 | 3.7% |
| 14 | 1445 | 3.6% |
| 20 | 1428 | 3.6% |
| 18 | 1422 | 3.6% |
| 21 | 1412 | 3.6% |
| 13 | 1385 | 3.5% |
| 19 | 1341 | 3.4% |
| 12 | 1325 | 3.3% |
| Other values (72) | 25569 |
| Value | Count | Frequency (%) |
| 2 | 4 | < 0.1% |
| 3 | 182 | 0.5% |
| 4 | 420 | 1.1% |
| 5 | 552 | |
| 6 | 683 | |
| 7 | 828 | |
| 8 | 1006 | |
| 9 | 1080 | |
| 10 | 1193 | |
| 11 | 1278 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 87 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 79 | 2 | |
| 78 | 1 | |
| 77 | 1 | |
| 76 | 2 | |
| 75 | 2 | |
| 74 | 1 |
initial_list_status
Boolean
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.9 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 39717 |
out_prncp
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1137 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.227887 |
| Minimum | 0 |
|---|---|
| Maximum | 6311.47 |
| Zeros | 38577 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6311.47 |
| Range | 6311.47 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 375.17284 |
|---|---|
| Coefficient of variation (CV) | 7.3236055 |
| Kurtosis | 97.658555 |
| Mean | 51.227887 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.22673 |
| Sum | 2034618 |
| Variance | 140754.66 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 38577 | |
| 1972.6 | 2 | < 0.1% |
| 827.13 | 2 | < 0.1% |
| 2277.11 | 2 | < 0.1% |
| 2963.24 | 2 | < 0.1% |
| 2000.47 | 1 | < 0.1% |
| 241.36 | 1 | < 0.1% |
| 581.29 | 1 | < 0.1% |
| 992.48 | 1 | < 0.1% |
| 1279.63 | 1 | < 0.1% |
| Other values (1127) | 1127 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 38577 | |
| 10.26 | 1 | < 0.1% |
| 11.91 | 1 | < 0.1% |
| 13.28 | 1 | < 0.1% |
| 19.12 | 1 | < 0.1% |
| 27.41 | 1 | < 0.1% |
| 40.65 | 1 | < 0.1% |
| 50.46 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 57.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6311.47 | 1 | |
| 6308.37 | 1 | |
| 6307.37 | 1 | |
| 6307.15 | 1 | |
| 6219.16 | 1 | |
| 6219.11 | 1 | |
| 6182.86 | 1 | |
| 6071.68 | 1 | |
| 6034.37 | 1 | |
| 6027.7 | 1 |
out_prncp_inv
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1138 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.989768 |
| Minimum | 0 |
|---|---|
| Maximum | 6307.37 |
| Zeros | 38577 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6307.37 |
| Range | 6307.37 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 373.82446 |
|---|---|
| Coefficient of variation (CV) | 7.3313622 |
| Kurtosis | 98.040553 |
| Mean | 50.989768 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.2437655 |
| Sum | 2025160.6 |
| Variance | 139744.72 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 38577 | |
| 1972.6 | 2 | < 0.1% |
| 1664.64 | 2 | < 0.1% |
| 827.13 | 2 | < 0.1% |
| 1863.21 | 1 | < 0.1% |
| 2398.86 | 1 | < 0.1% |
| 285.12 | 1 | < 0.1% |
| 804.39 | 1 | < 0.1% |
| 1588.87 | 1 | < 0.1% |
| 1054.65 | 1 | < 0.1% |
| Other values (1128) | 1128 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 38577 | |
| 10.26 | 1 | < 0.1% |
| 11.91 | 1 | < 0.1% |
| 13.28 | 1 | < 0.1% |
| 19.09 | 1 | < 0.1% |
| 27.41 | 1 | < 0.1% |
| 40.65 | 1 | < 0.1% |
| 50.46 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 57.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6307.37 | 1 | |
| 6306.96 | 1 | |
| 6298.11 | 1 | |
| 6276.75 | 1 | |
| 6219.16 | 1 | |
| 6183.55 | 1 | |
| 6182.86 | 1 | |
| 6067.33 | 1 | |
| 6034.37 | 1 | |
| 6027.7 | 1 |
total_pymnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 37850 |
|---|---|
| Distinct (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12153.597 |
| Minimum | 0 |
|---|---|
| Maximum | 58563.68 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1887.957 |
| Q1 | 5576.93 |
| median | 9899.6403 |
| Q3 | 16534.433 |
| 95-th percentile | 30245.119 |
| Maximum | 58563.68 |
| Range | 58563.68 |
| Interquartile range (IQR) | 10957.503 |
Descriptive statistics
| Standard deviation | 9042.0408 |
|---|---|
| Coefficient of variation (CV) | 0.74398066 |
| Kurtosis | 1.9858942 |
| Mean | 12153.597 |
| Median Absolute Deviation (MAD) | 5016.7567 |
| Skewness | 1.3398574 |
| Sum | 4.8270439 × 108 |
| Variance | 81758501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11196.56943 | 26 | 0.1% |
| 0 | 16 | < 0.1% |
| 11784.23223 | 16 | < 0.1% |
| 10956.77596 | 16 | < 0.1% |
| 5478.387981 | 15 | < 0.1% |
| 13148.13786 | 15 | < 0.1% |
| 13435.90021 | 13 | < 0.1% |
| 5557.025543 | 13 | < 0.1% |
| 13263.95464 | 12 | < 0.1% |
| 8760.210626 | 11 | < 0.1% |
| Other values (37840) | 39564 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 33.73 | 1 | < 0.1% |
| 35.71 | 1 | < 0.1% |
| 44.92 | 2 | < 0.1% |
| 44.96 | 1 | < 0.1% |
| 61.71 | 1 | < 0.1% |
| 62.86 | 1 | < 0.1% |
| 66.77 | 1 | < 0.1% |
| 67.32 | 1 | < 0.1% |
| 69.64 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58563.67993 | 1 | |
| 58480.13992 | 1 | |
| 57835.27991 | 1 | |
| 56849.26986 | 1 | |
| 56662.58994 | 1 | |
| 56199.43995 | 1 | |
| 55906.9499 | 1 | |
| 55768.77995 | 1 | |
| 55368.40995 | 1 | |
| 55138.99996 | 1 |
total_pymnt_inv
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 37518 |
|---|---|
| Distinct (%) | 94.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11567.149 |
| Minimum | 0 |
|---|---|
| Maximum | 58563.68 |
| Zeros | 165 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1420.408 |
| Q1 | 5112.31 |
| median | 9287.15 |
| Q3 | 15798.81 |
| 95-th percentile | 29627.236 |
| Maximum | 58563.68 |
| Range | 58563.68 |
| Interquartile range (IQR) | 10686.5 |
Descriptive statistics
| Standard deviation | 8942.6726 |
|---|---|
| Coefficient of variation (CV) | 0.77310948 |
| Kurtosis | 2.0297585 |
| Mean | 11567.149 |
| Median Absolute Deviation (MAD) | 4939.58 |
| Skewness | 1.3548376 |
| Sum | 4.5941246 × 108 |
| Variance | 79971393 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 165 | 0.4% |
| 6514.52 | 16 | < 0.1% |
| 5478.39 | 14 | < 0.1% |
| 13148.14 | 14 | < 0.1% |
| 11196.57 | 12 | < 0.1% |
| 10956.78 | 12 | < 0.1% |
| 6717.95 | 12 | < 0.1% |
| 5557.03 | 11 | < 0.1% |
| 7328.92 | 11 | < 0.1% |
| 13517.36 | 11 | < 0.1% |
| Other values (37508) | 39439 |
| Value | Count | Frequency (%) |
| 0 | 165 | |
| 0.54 | 1 | < 0.1% |
| 12.65 | 1 | < 0.1% |
| 18.97 | 1 | < 0.1% |
| 21.6 | 1 | < 0.1% |
| 25.18 | 1 | < 0.1% |
| 26.19 | 1 | < 0.1% |
| 33.73 | 1 | < 0.1% |
| 33.99 | 1 | < 0.1% |
| 35.71 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58563.68 | 1 | |
| 58438.37 | 1 | |
| 57628.73 | 1 | |
| 56622.12 | 1 | |
| 56515.16 | 1 | |
| 55867.02 | 1 | |
| 55579.28 | 1 | |
| 55066.92 | 1 | |
| 54675.68 | 1 | |
| 54315.94 | 1 |
total_rec_prncp
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7976 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9793.3488 |
| Minimum | 0 |
|---|---|
| Maximum | 35000.02 |
| Zeros | 74 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1339.842 |
| Q1 | 4600 |
| median | 8000 |
| Q3 | 13653.26 |
| 95-th percentile | 24999.982 |
| Maximum | 35000.02 |
| Range | 35000.02 |
| Interquartile range (IQR) | 9053.26 |
Descriptive statistics
| Standard deviation | 7065.5221 |
|---|---|
| Coefficient of variation (CV) | 0.7214613 |
| Kurtosis | 1.1033555 |
| Mean | 9793.3488 |
| Median Absolute Deviation (MAD) | 4000 |
| Skewness | 1.1182545 |
| Sum | 3.8896243 × 108 |
| Variance | 49921603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2293 | 5.8% |
| 12000 | 1805 | 4.5% |
| 5000 | 1702 | 4.3% |
| 6000 | 1637 | 4.1% |
| 15000 | 1400 | 3.5% |
| 8000 | 1318 | 3.3% |
| 20000 | 1059 | 2.7% |
| 4000 | 956 | 2.4% |
| 3000 | 883 | 2.2% |
| 7000 | 851 | 2.1% |
| Other values (7966) | 25813 |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| 21.21 | 1 | < 0.1% |
| 21.93 | 1 | < 0.1% |
| 22.24 | 1 | < 0.1% |
| 22.5 | 1 | < 0.1% |
| 24.87 | 1 | < 0.1% |
| 30.32 | 1 | < 0.1% |
| 32.51 | 1 | < 0.1% |
| 34.5 | 1 | < 0.1% |
| 35.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000.02 | 2 | < 0.1% |
| 35000.01 | 1 | < 0.1% |
| 35000 | 363 | |
| 34999.99 | 5 | < 0.1% |
| 34999.98 | 1 | < 0.1% |
| 34999.97 | 1 | < 0.1% |
| 34911.47 | 1 | < 0.1% |
| 34800 | 1 | < 0.1% |
| 34793.43 | 1 | < 0.1% |
| 34675 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 35148 |
|---|---|
| Distinct (%) | 88.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2263.6632 |
| Minimum | 0 |
|---|---|
| Maximum | 23563.68 |
| Zeros | 71 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 186.168 |
| Q1 | 662.18 |
| median | 1348.91 |
| Q3 | 2833.4 |
| 95-th percentile | 7575.812 |
| Maximum | 23563.68 |
| Range | 23563.68 |
| Interquartile range (IQR) | 2171.22 |
Descriptive statistics
| Standard deviation | 2608.112 |
|---|---|
| Coefficient of variation (CV) | 1.1521643 |
| Kurtosis | 9.6882784 |
| Mean | 2263.6632 |
| Median Absolute Deviation (MAD) | 866.01 |
| Skewness | 2.6687472 |
| Sum | 89905910 |
| Variance | 6802248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 71 | 0.2% |
| 1196.57 | 26 | 0.1% |
| 514.52 | 19 | < 0.1% |
| 956.78 | 17 | < 0.1% |
| 1784.23 | 17 | < 0.1% |
| 1148.14 | 17 | < 0.1% |
| 717.95 | 17 | < 0.1% |
| 478.39 | 16 | < 0.1% |
| 1907.35 | 14 | < 0.1% |
| 1435.9 | 13 | < 0.1% |
| Other values (35138) | 39490 |
| Value | Count | Frequency (%) |
| 0 | 71 | |
| 6.22 | 1 | < 0.1% |
| 6.27 | 1 | < 0.1% |
| 7.19 | 1 | < 0.1% |
| 7.2 | 2 | < 0.1% |
| 8.23 | 1 | < 0.1% |
| 9.34 | 1 | < 0.1% |
| 9.49 | 1 | < 0.1% |
| 9.58 | 2 | < 0.1% |
| 10.26 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 23563.68 | 1 | |
| 23506.56 | 1 | |
| 23480.14 | 1 | |
| 22835.28 | 1 | |
| 22716.42 | 1 | |
| 22594.16 | 1 | |
| 22593.34 | 1 | |
| 22593.04 | 1 | |
| 22587.51 | 1 | |
| 22422.33 | 1 |
total_rec_late_fee
Real number (ℝ)
ZEROS 
| Distinct | 1356 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3630152 |
| Minimum | 0 |
|---|---|
| Maximum | 180.2 |
| Zeros | 37671 |
| Zeros (%) | 94.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 14.924199 |
| Maximum | 180.2 |
| Range | 180.2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.2899793 |
|---|---|
| Coefficient of variation (CV) | 5.3484211 |
| Kurtosis | 100.85154 |
| Mean | 1.3630152 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.429536 |
| Sum | 54134.875 |
| Variance | 53.143798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37671 | |
| 15 | 255 | 0.6% |
| 15.00000001 | 58 | 0.1% |
| 30 | 55 | 0.1% |
| 15.00000002 | 47 | 0.1% |
| 14.99999999 | 40 | 0.1% |
| 14.99999998 | 33 | 0.1% |
| 15.00000003 | 32 | 0.1% |
| 14.99999997 | 25 | 0.1% |
| 15.00000004 | 25 | 0.1% |
| Other values (1346) | 1476 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 37671 | |
| 0.01 | 1 | < 0.1% |
| 0.060799751 | 1 | < 0.1% |
| 0.073787104 | 1 | < 0.1% |
| 0.101704562 | 1 | < 0.1% |
| 0.139999999 | 1 | < 0.1% |
| 0.180082904 | 1 | < 0.1% |
| 0.18477362 | 1 | < 0.1% |
| 0.27 | 1 | < 0.1% |
| 0.302036553 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 180.2 | 1 | |
| 166.4297107 | 1 | |
| 165.69 | 1 | |
| 146.6000003 | 1 | |
| 146.04 | 1 | |
| 134.0700007 | 1 | |
| 130.5970372 | 1 | |
| 130.47 | 1 | |
| 127.7878136 | 1 | |
| 121.93 | 1 |
recoveries
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4040 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.221624 |
| Minimum | 0 |
|---|---|
| Maximum | 29623.35 |
| Zeros | 35499 |
| Zeros (%) | 89.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 362.418 |
| Maximum | 29623.35 |
| Range | 29623.35 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 688.74477 |
|---|---|
| Coefficient of variation (CV) | 7.233071 |
| Kurtosis | 379.37758 |
| Mean | 95.221624 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.519378 |
| Sum | 3781917.2 |
| Variance | 474369.36 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 35499 | |
| 11.29 | 4 | < 0.1% |
| 10.4 | 4 | < 0.1% |
| 10.66 | 3 | < 0.1% |
| 44.92 | 3 | < 0.1% |
| 10.07 | 3 | < 0.1% |
| 16.27 | 3 | < 0.1% |
| 13 | 3 | < 0.1% |
| 164.81 | 3 | < 0.1% |
| 16.5 | 3 | < 0.1% |
| Other values (4030) | 4189 | 10.5% |
| Value | Count | Frequency (%) |
| 0 | 35499 | |
| 6.3 | 1 | < 0.1% |
| 6.31 | 1 | < 0.1% |
| 8.19 | 1 | < 0.1% |
| 8.36 | 1 | < 0.1% |
| 8.41 | 1 | < 0.1% |
| 8.46 | 1 | < 0.1% |
| 8.56 | 1 | < 0.1% |
| 8.71 | 1 | < 0.1% |
| 8.88 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 29623.35 | 1 | |
| 22943.37 | 1 | |
| 21810.31 | 1 | |
| 20006.53 | 1 | |
| 19915.67 | 1 | |
| 19508.26 | 1 | |
| 18694.32 | 1 | |
| 16560.06 | 1 | |
| 16502.69 | 1 | |
| 16268.35 | 1 |
collection_recovery_fee
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 2616 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.406112 |
| Minimum | 0 |
|---|---|
| Maximum | 7002.19 |
| Zeros | 35935 |
| Zeros (%) | 90.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5.152 |
| Maximum | 7002.19 |
| Range | 7002.19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 148.67159 |
|---|---|
| Coefficient of variation (CV) | 11.983738 |
| Kurtosis | 821.30066 |
| Mean | 12.406112 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 25.029418 |
| Sum | 492733.55 |
| Variance | 22103.243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 35935 | |
| 2 | 12 | < 0.1% |
| 1.2 | 10 | < 0.1% |
| 3.71 | 9 | < 0.1% |
| 1.88 | 8 | < 0.1% |
| 1.21 | 8 | < 0.1% |
| 0.8 | 8 | < 0.1% |
| 2.02 | 8 | < 0.1% |
| 1.69 | 8 | < 0.1% |
| 1.6 | 8 | < 0.1% |
| Other values (2606) | 3703 | 9.3% |
| Value | Count | Frequency (%) |
| 0 | 35935 | |
| 0.063 | 1 | < 0.1% |
| 0.074500001 | 1 | < 0.1% |
| 0.134799995 | 1 | < 0.1% |
| 0.1393 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.1952 | 1 | < 0.1% |
| 0.197899999 | 1 | < 0.1% |
| 0.200700001 | 1 | < 0.1% |
| 0.2147 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7002.19 | 1 | |
| 6972.59 | 1 | |
| 6543.04 | 1 | |
| 5774.8 | 1 | |
| 5602.72 | 1 | |
| 5569.92 | 1 | |
| 5216.74 | 1 | |
| 5036.01 | 1 | |
| 4902.08 | 1 | |
| 4900.75 | 1 |
last_pymnt_d
Text
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 71 |
| Missing (%) | 0.2% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 237876 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Jan-15 |
|---|---|
| 2nd row | Apr-13 |
| 3rd row | Jun-14 |
| 4th row | Jan-15 |
| 5th row | May-16 |
| Value | Count | Frequency (%) |
| may-16 | 1256 | 3.2% |
| mar-13 | 1026 | 2.6% |
| dec-14 | 945 | 2.4% |
| may-13 | 907 | 2.3% |
| feb-13 | 869 | 2.2% |
| apr-13 | 851 | 2.1% |
| mar-12 | 844 | 2.1% |
| jan-14 | 832 | 2.1% |
| aug-14 | 832 | 2.1% |
| aug-12 | 832 | 2.1% |
| Other values (91) | 30452 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 43946 | |
| - | 39646 | |
| a | 11087 | 4.7% |
| e | 9738 | 4.1% |
| 3 | 9458 | 4.0% |
| u | 9401 | 4.0% |
| 4 | 9269 | 3.9% |
| J | 9200 | 3.9% |
| 2 | 8904 | 3.7% |
| M | 8046 | 3.4% |
| Other values (22) | 79181 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79292 | |
| Lowercase Letter | 79292 | |
| Dash Punctuation | 39646 | |
| Uppercase Letter | 39646 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 11087 | |
| e | 9738 | |
| u | 9401 | |
| r | 6965 | |
| c | 6783 | |
| p | 6219 | |
| n | 5974 | |
| y | 4285 | 5.4% |
| t | 3271 | 4.1% |
| g | 3242 | 4.1% |
| Other values (4) | 12327 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 43946 | |
| 3 | 9458 | 11.9% |
| 4 | 9269 | 11.7% |
| 2 | 8904 | 11.2% |
| 0 | 2544 | 3.2% |
| 5 | 2431 | 3.1% |
| 6 | 2044 | 2.6% |
| 9 | 559 | 0.7% |
| 8 | 137 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 9200 | |
| M | 8046 | |
| A | 6446 | |
| D | 3512 | 8.9% |
| O | 3271 | 8.3% |
| F | 3211 | 8.1% |
| S | 3015 | 7.6% |
| N | 2945 | 7.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 39646 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 118938 | |
| Latin | 118938 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 11087 | 9.3% |
| e | 9738 | 8.2% |
| u | 9401 | 7.9% |
| J | 9200 | 7.7% |
| M | 8046 | 6.8% |
| r | 6965 | 5.9% |
| c | 6783 | 5.7% |
| A | 6446 | 5.4% |
| p | 6219 | 5.2% |
| n | 5974 | 5.0% |
| Other values (12) | 39079 |
Common
| Value | Count | Frequency (%) |
| 1 | 43946 | |
| - | 39646 | |
| 3 | 9458 | 8.0% |
| 4 | 9269 | 7.8% |
| 2 | 8904 | 7.5% |
| 0 | 2544 | 2.1% |
| 5 | 2431 | 2.0% |
| 6 | 2044 | 1.7% |
| 9 | 559 | 0.5% |
| 8 | 137 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 237876 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 43946 | |
| - | 39646 | |
| a | 11087 | 4.7% |
| e | 9738 | 4.1% |
| 3 | 9458 | 4.0% |
| u | 9401 | 4.0% |
| 4 | 9269 | 3.9% |
| J | 9200 | 3.9% |
| 2 | 8904 | 3.7% |
| M | 8046 | 3.4% |
| Other values (22) | 79181 |
last_pymnt_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 34930 |
|---|---|
| Distinct (%) | 87.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2678.8262 |
| Minimum | 0 |
|---|---|
| Maximum | 36115.2 |
| Zeros | 74 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 310.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 43.34 |
| Q1 | 218.68 |
| median | 546.14 |
| Q3 | 3293.16 |
| 95-th percentile | 12183.944 |
| Maximum | 36115.2 |
| Range | 36115.2 |
| Interquartile range (IQR) | 3074.48 |
Descriptive statistics
| Standard deviation | 4447.136 |
|---|---|
| Coefficient of variation (CV) | 1.6601062 |
| Kurtosis | 8.8678197 |
| Mean | 2678.8262 |
| Median Absolute Deviation (MAD) | 449.45 |
| Skewness | 2.7121222 |
| Sum | 1.0639494 × 108 |
| Variance | 19777019 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 74 | 0.2% |
| 276.06 | 21 | 0.1% |
| 200 | 17 | < 0.1% |
| 50 | 16 | < 0.1% |
| 100 | 15 | < 0.1% |
| 400 | 12 | < 0.1% |
| 773.44 | 12 | < 0.1% |
| 150 | 11 | < 0.1% |
| 786.01 | 11 | < 0.1% |
| 500 | 11 | < 0.1% |
| Other values (34920) | 39517 |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| 0.01 | 1 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36115.2 | 1 | |
| 35613.68 | 1 | |
| 35596.41 | 1 | |
| 35479.89 | 1 | |
| 35471.86 | 1 | |
| 35395.59 | 1 | |
| 35339.05 | 1 | |
| 35337.09 | 1 | |
| 35322.96 | 1 | |
| 35322.6 | 1 |
next_pymnt_d
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 38577 |
| Missing (%) | 97.1% |
| Memory size | 310.4 KiB |
| Jun-16 | |
|---|---|
| Jul-16 | 15 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 6840 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jun-16 |
|---|---|
| 2nd row | Jun-16 |
| 3rd row | Jun-16 |
| 4th row | Jun-16 |
| 5th row | Jun-16 |
Common Values
| Value | Count | Frequency (%) |
| Jun-16 | 1125 | 2.8% |
| Jul-16 | 15 | < 0.1% |
| (Missing) | 38577 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| jun-16 | 1125 | |
| jul-16 | 15 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| J | 1140 | |
| u | 1140 | |
| - | 1140 | |
| 1 | 1140 | |
| 6 | 1140 | |
| n | 1125 | |
| l | 15 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2280 | |
| Decimal Number | 2280 | |
| Uppercase Letter | 1140 | |
| Dash Punctuation | 1140 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 1140 | |
| n | 1125 | |
| l | 15 | 0.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1140 | |
| 6 | 1140 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 1140 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1140 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3420 | |
| Common | 3420 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 1140 | |
| u | 1140 | |
| n | 1125 | |
| l | 15 | 0.4% |
Common
| Value | Count | Frequency (%) |
| - | 1140 | |
| 1 | 1140 | |
| 6 | 1140 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6840 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| J | 1140 | |
| u | 1140 | |
| - | 1140 | |
| 1 | 1140 | |
| 6 | 1140 | |
| n | 1125 | |
| l | 15 | 0.2% |
| Distinct | 106 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 310.4 KiB |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 238290 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | May-16 |
|---|---|
| 2nd row | Sep-13 |
| 3rd row | May-16 |
| 4th row | Apr-16 |
| 5th row | May-16 |
| Value | Count | Frequency (%) |
| may-16 | 10308 | |
| apr-16 | 2547 | 6.4% |
| mar-16 | 1123 | 2.8% |
| feb-13 | 843 | 2.1% |
| feb-16 | 736 | 1.9% |
| jan-16 | 657 | 1.7% |
| dec-15 | 647 | 1.6% |
| mar-13 | 577 | 1.5% |
| mar-14 | 564 | 1.4% |
| dec-14 | 562 | 1.4% |
| Other values (96) | 21151 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 41601 | |
| - | 39715 | |
| a | 17601 | 7.4% |
| M | 15523 | 6.5% |
| 6 | 15371 | 6.5% |
| y | 12231 | 5.1% |
| r | 7664 | 3.2% |
| e | 7600 | 3.2% |
| p | 6483 | 2.7% |
| A | 6411 | 2.7% |
| Other values (23) | 68090 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79430 | |
| Lowercase Letter | 79430 | |
| Dash Punctuation | 39715 | |
| Uppercase Letter | 39715 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 17601 | |
| y | 12231 | |
| r | 7664 | |
| e | 7600 | |
| p | 6483 | 8.2% |
| u | 5856 | 7.4% |
| c | 4475 | 5.6% |
| n | 3834 | 4.8% |
| b | 3075 | 3.9% |
| o | 2225 | 2.8% |
| Other values (4) | 8386 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 41601 | |
| 6 | 15371 | 19.4% |
| 4 | 6255 | 7.9% |
| 5 | 5502 | 6.9% |
| 3 | 5164 | 6.5% |
| 2 | 4079 | 5.1% |
| 0 | 1153 | 1.5% |
| 9 | 228 | 0.3% |
| 8 | 41 | 0.1% |
| 7 | 36 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 15523 | |
| A | 6411 | |
| J | 5895 | 14.8% |
| F | 3075 | 7.7% |
| D | 2414 | 6.1% |
| N | 2225 | 5.6% |
| S | 2111 | 5.3% |
| O | 2061 | 5.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 39715 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119145 | |
| Latin | 119145 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 17601 | |
| M | 15523 | |
| y | 12231 | |
| r | 7664 | 6.4% |
| e | 7600 | 6.4% |
| p | 6483 | 5.4% |
| A | 6411 | 5.4% |
| J | 5895 | 4.9% |
| u | 5856 | 4.9% |
| c | 4475 | 3.8% |
| Other values (12) | 29406 |
Common
| Value | Count | Frequency (%) |
| 1 | 41601 | |
| - | 39715 | |
| 6 | 15371 | 12.9% |
| 4 | 6255 | 5.2% |
| 5 | 5502 | 4.6% |
| 3 | 5164 | 4.3% |
| 2 | 4079 | 3.4% |
| 0 | 1153 | 1.0% |
| 9 | 228 | 0.2% |
| 8 | 41 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 238290 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 41601 | |
| - | 39715 | |
| a | 17601 | 7.4% |
| M | 15523 | 6.5% |
| 6 | 15371 | 6.5% |
| y | 12231 | 5.1% |
| r | 7664 | 3.2% |
| e | 7600 | 3.2% |
| p | 6483 | 2.7% |
| A | 6411 | 2.7% |
| Other values (23) | 68090 |
collections_12_mths_ex_med
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | 0.1% |
| Memory size | 310.4 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 118983 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 39661 | |
| (Missing) | 56 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 39661 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79322 | |
| Other Punctuation | 39661 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 79322 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39661 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 118983 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 118983 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
mths_since_last_major_derog
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
policy_code
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 39717 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 39717 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 39717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 39717 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 39717 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39717 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 39717 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39717 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 39717 |
application_type
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| INDIVIDUAL |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 397170 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INDIVIDUAL |
|---|---|
| 2nd row | INDIVIDUAL |
| 3rd row | INDIVIDUAL |
| 4th row | INDIVIDUAL |
| 5th row | INDIVIDUAL |
Common Values
| Value | Count | Frequency (%) |
| INDIVIDUAL | 39717 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 39717 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 119151 | |
| D | 79434 | |
| N | 39717 | 10.0% |
| V | 39717 | 10.0% |
| U | 39717 | 10.0% |
| A | 39717 | 10.0% |
| L | 39717 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 397170 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 119151 | |
| D | 79434 | |
| N | 39717 | 10.0% |
| V | 39717 | 10.0% |
| U | 39717 | 10.0% |
| A | 39717 | 10.0% |
| L | 39717 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 397170 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 119151 | |
| D | 79434 | |
| N | 39717 | 10.0% |
| V | 39717 | 10.0% |
| U | 39717 | 10.0% |
| A | 39717 | 10.0% |
| L | 39717 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 397170 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 119151 | |
| D | 79434 | |
| N | 39717 | 10.0% |
| V | 39717 | 10.0% |
| U | 39717 | 10.0% |
| A | 39717 | 10.0% |
| L | 39717 | 10.0% |
annual_inc_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
dti_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
verification_status_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
acc_now_delinq
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 39717 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 39717 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 39717 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39717 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39717 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39717 |
tot_coll_amt
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
tot_cur_bal
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_acc_6m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_il_6m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_il_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_il_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mths_since_rcnt_il
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_bal_il
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
il_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_rv_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
open_rv_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
max_bal_bc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
all_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_rev_hi_lim
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
inq_fi
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_cu_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
inq_last_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
acc_open_past_24mths
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
avg_cur_bal
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
bc_open_to_buy
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
bc_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
chargeoff_within_12_mths
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | 0.1% |
| Memory size | 310.4 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 118983 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 39661 | |
| (Missing) | 56 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 39661 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79322 | |
| Other Punctuation | 39661 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 79322 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39661 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 118983 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 118983 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 79322 | |
| . | 39661 |
delinq_amnt
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 310.4 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 39717 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 39717 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 39717 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 39717 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39717 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 39717 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39717 |
mo_sin_old_il_acct
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mo_sin_old_rev_tl_op
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mo_sin_rcnt_rev_tl_op
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mo_sin_rcnt_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mort_acc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mths_since_recent_bc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mths_since_recent_bc_dlq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mths_since_recent_inq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
mths_since_recent_revol_delinq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_accts_ever_120_pd
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_actv_bc_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_actv_rev_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_bc_sats
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_bc_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_il_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_op_rev_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_rev_accts
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_rev_tl_bal_gt_0
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_sats
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_tl_120dpd_2m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_tl_30dpd
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_tl_90g_dpd_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
num_tl_op_past_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
pct_tl_nvr_dlq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
percent_bc_gt_75
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
pub_rec_bankruptcies
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 697 |
| Missing (%) | 1.8% |
| Memory size | 310.4 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1674 |
| 2.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 117060 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 37339 | |
| 1.0 | 1674 | 4.2% |
| 2.0 | 7 | < 0.1% |
| (Missing) | 697 | 1.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 37339 | |
| 1.0 | 1674 | 4.3% |
| 2.0 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 76359 | |
| . | 39020 | |
| 1 | 1674 | 1.4% |
| 2 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 78040 | |
| Other Punctuation | 39020 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 76359 | |
| 1 | 1674 | 2.1% |
| 2 | 7 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39020 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 117060 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 76359 | |
| . | 39020 | |
| 1 | 1674 | 1.4% |
| 2 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 117060 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 76359 | |
| . | 39020 | |
| 1 | 1674 | 1.4% |
| 2 | 7 | < 0.1% |
tax_liens
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39 |
| Missing (%) | 0.1% |
| Memory size | 310.4 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 119034 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 39678 | |
| (Missing) | 39 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 39678 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79356 | |
| . | 39678 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 79356 | |
| Other Punctuation | 39678 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 79356 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 39678 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119034 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 79356 | |
| . | 39678 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119034 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 79356 | |
| . | 39678 |
tot_hi_cred_lim
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_bal_ex_mort
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_bc_limit
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
total_il_high_credit_limit
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 39717 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 310.4 KiB |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | installment | annual_inc | dti | delinq_2yrs | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | revol_bal | total_acc | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_amnt | term | grade | sub_grade | emp_length | home_ownership | verification_status | loan_status | purpose | addr_state | pub_rec | next_pymnt_d | pub_rec_bankruptcies | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.999 | 0.111 | 0.121 | 0.233 | 0.076 | 0.044 | 0.087 | -0.010 | -0.038 | 0.094 | 0.593 | 0.031 | 0.049 | 0.052 | 0.188 | 0.188 | 0.103 | 0.201 | 0.082 | 0.106 | -0.052 | 0.052 | 0.038 | 0.121 | 0.299 | 0.049 | 0.068 | 0.056 | 0.083 | 0.236 | 0.148 | 0.073 | 0.091 | 0.017 | 0.012 | 0.071 |
| member_id | 0.999 | 1.000 | 0.110 | 0.121 | 0.232 | 0.075 | 0.043 | 0.088 | -0.009 | -0.038 | 0.094 | 0.594 | 0.031 | 0.049 | 0.052 | 0.187 | 0.187 | 0.103 | 0.200 | 0.081 | 0.105 | -0.052 | 0.052 | 0.038 | 0.121 | 0.311 | 0.051 | 0.070 | 0.056 | 0.082 | 0.253 | 0.153 | 0.074 | 0.099 | 0.019 | 0.025 | 0.044 |
| loan_amnt | 0.111 | 0.110 | 1.000 | 0.991 | 0.935 | 0.958 | 0.429 | 0.074 | -0.037 | -0.003 | 0.022 | 0.022 | 0.208 | 0.399 | 0.275 | 0.123 | 0.123 | 0.887 | 0.838 | 0.837 | 0.778 | -0.021 | 0.044 | 0.034 | 0.449 | 0.364 | 0.137 | 0.125 | 0.054 | 0.088 | 0.313 | 0.108 | 0.116 | 0.019 | 0.023 | 0.000 | 0.028 |
| funded_amnt | 0.121 | 0.121 | 0.991 | 1.000 | 0.946 | 0.972 | 0.425 | 0.074 | -0.037 | -0.004 | 0.023 | 0.017 | 0.206 | 0.395 | 0.270 | 0.124 | 0.124 | 0.896 | 0.849 | 0.846 | 0.785 | -0.021 | 0.044 | 0.034 | 0.453 | 0.344 | 0.137 | 0.123 | 0.054 | 0.085 | 0.306 | 0.106 | 0.115 | 0.016 | 0.023 | 0.055 | 0.027 |
| funded_amnt_inv | 0.233 | 0.232 | 0.935 | 0.946 | 1.000 | 0.910 | 0.402 | 0.083 | -0.042 | -0.017 | 0.095 | 0.456 | 0.192 | 0.369 | 0.262 | 0.133 | 0.133 | 0.860 | 0.906 | 0.812 | 0.757 | -0.036 | 0.036 | 0.024 | 0.444 | 0.367 | 0.131 | 0.117 | 0.058 | 0.084 | 0.314 | 0.109 | 0.109 | 0.026 | 0.024 | 0.056 | 0.030 |
| installment | 0.076 | 0.075 | 0.958 | 0.972 | 0.910 | 1.000 | 0.422 | 0.067 | -0.023 | 0.000 | 0.010 | -0.020 | 0.197 | 0.395 | 0.247 | 0.070 | 0.070 | 0.871 | 0.817 | 0.835 | 0.734 | -0.017 | 0.026 | 0.021 | 0.439 | 0.148 | 0.137 | 0.123 | 0.045 | 0.070 | 0.272 | 0.060 | 0.113 | 0.015 | 0.022 | 0.000 | 0.028 |
| annual_inc | 0.044 | 0.043 | 0.429 | 0.425 | 0.402 | 0.422 | 1.000 | -0.103 | 0.036 | 0.033 | -0.006 | 0.033 | 0.305 | 0.397 | 0.430 | 0.038 | 0.038 | 0.406 | 0.386 | 0.400 | 0.304 | -0.033 | -0.056 | -0.057 | 0.245 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 |
| dti | 0.087 | 0.088 | 0.074 | 0.074 | 0.083 | 0.067 | -0.103 | 1.000 | -0.038 | 0.013 | 0.065 | 0.171 | 0.305 | 0.332 | 0.240 | 0.035 | 0.035 | 0.064 | 0.071 | 0.042 | 0.120 | -0.007 | 0.028 | 0.021 | 0.013 | 0.083 | 0.063 | 0.057 | 0.019 | 0.024 | 0.073 | 0.046 | 0.082 | 0.032 | 0.015 | 0.000 | 0.015 |
| delinq_2yrs | -0.010 | -0.009 | -0.037 | -0.037 | -0.042 | -0.023 | 0.036 | -0.038 | 1.000 | 0.011 | -0.722 | -0.042 | 0.006 | -0.083 | 0.071 | -0.002 | -0.002 | -0.029 | -0.036 | -0.042 | 0.019 | 0.042 | 0.018 | 0.020 | -0.022 | 0.005 | 0.050 | 0.046 | 0.000 | 0.004 | 0.000 | 0.007 | 0.020 | 0.000 | 0.035 | 0.000 | 0.014 |
| inq_last_6mths | -0.038 | -0.038 | -0.003 | -0.004 | -0.017 | 0.000 | 0.033 | 0.013 | 0.011 | 1.000 | 0.003 | -0.023 | 0.094 | -0.026 | 0.104 | -0.013 | -0.013 | -0.027 | -0.037 | -0.042 | 0.020 | 0.032 | 0.050 | 0.044 | 0.009 | 0.042 | 0.079 | 0.085 | 0.001 | 0.041 | 0.011 | 0.053 | 0.039 | 0.053 | 0.022 | 0.000 | 0.024 |
| mths_since_last_delinq | 0.094 | 0.094 | 0.022 | 0.023 | 0.095 | 0.010 | -0.006 | 0.065 | -0.722 | 0.003 | 1.000 | 0.514 | 0.032 | 0.078 | 0.012 | 0.004 | 0.004 | 0.019 | 0.086 | 0.021 | 0.012 | -0.037 | 0.007 | 0.002 | 0.026 | 0.041 | 0.038 | 0.034 | 0.032 | 0.025 | 0.055 | 0.025 | 0.004 | 0.043 | 0.031 | 0.000 | 0.017 |
| mths_since_last_record | 0.593 | 0.594 | 0.022 | 0.017 | 0.456 | -0.020 | 0.033 | 0.171 | -0.042 | -0.023 | 0.514 | 1.000 | 0.054 | 0.029 | 0.117 | 0.072 | 0.072 | -0.007 | 0.396 | -0.035 | 0.063 | -0.066 | 0.032 | 0.009 | 0.082 | 0.298 | 0.085 | 0.095 | 0.093 | 0.066 | 0.338 | 0.062 | 0.062 | 0.099 | 0.526 | 1.000 | 0.658 |
| open_acc | 0.031 | 0.031 | 0.208 | 0.206 | 0.192 | 0.197 | 0.305 | 0.305 | 0.006 | 0.094 | 0.032 | 0.054 | 1.000 | 0.390 | 0.689 | 0.029 | 0.029 | 0.187 | 0.175 | 0.183 | 0.147 | -0.039 | -0.023 | -0.031 | 0.099 | 0.054 | 0.076 | 0.085 | 0.033 | 0.106 | 0.072 | 0.019 | 0.048 | 0.026 | 0.000 | 0.062 | 0.000 |
| revol_bal | 0.049 | 0.049 | 0.399 | 0.395 | 0.369 | 0.395 | 0.397 | 0.332 | -0.083 | -0.026 | 0.078 | 0.029 | 0.390 | 1.000 | 0.379 | 0.053 | 0.053 | 0.360 | 0.337 | 0.335 | 0.342 | -0.033 | -0.001 | -0.009 | 0.161 | 0.096 | 0.049 | 0.046 | 0.055 | 0.109 | 0.133 | 0.037 | 0.063 | 0.015 | 0.034 | 0.000 | 0.042 |
| total_acc | 0.052 | 0.052 | 0.275 | 0.270 | 0.262 | 0.247 | 0.430 | 0.240 | 0.071 | 0.104 | 0.012 | 0.117 | 0.689 | 0.379 | 1.000 | 0.026 | 0.026 | 0.241 | 0.235 | 0.242 | 0.154 | -0.048 | -0.044 | -0.055 | 0.178 | 0.100 | 0.050 | 0.050 | 0.074 | 0.169 | 0.101 | 0.032 | 0.048 | 0.035 | 0.022 | 0.000 | 0.029 |
| out_prncp | 0.188 | 0.187 | 0.123 | 0.124 | 0.133 | 0.070 | 0.038 | 0.035 | -0.002 | -0.013 | 0.004 | 0.072 | 0.029 | 0.053 | 0.026 | 1.000 | 1.000 | 0.158 | 0.164 | 0.123 | 0.223 | -0.005 | -0.059 | -0.056 | -0.073 | 0.248 | 0.051 | 0.056 | 0.018 | 0.018 | 0.074 | 0.616 | 0.013 | 0.000 | 0.011 | 0.000 | 0.060 |
| out_prncp_inv | 0.188 | 0.187 | 0.123 | 0.124 | 0.133 | 0.070 | 0.038 | 0.035 | -0.002 | -0.013 | 0.004 | 0.072 | 0.029 | 0.053 | 0.026 | 1.000 | 1.000 | 0.158 | 0.164 | 0.123 | 0.223 | -0.005 | -0.059 | -0.056 | -0.073 | 0.247 | 0.052 | 0.056 | 0.018 | 0.018 | 0.074 | 0.615 | 0.013 | 0.000 | 0.011 | 0.000 | 0.060 |
| total_pymnt | 0.103 | 0.103 | 0.887 | 0.896 | 0.860 | 0.871 | 0.406 | 0.064 | -0.029 | -0.027 | 0.019 | -0.007 | 0.187 | 0.360 | 0.241 | 0.158 | 0.158 | 1.000 | 0.956 | 0.977 | 0.823 | -0.054 | -0.207 | -0.197 | 0.496 | 0.335 | 0.151 | 0.134 | 0.047 | 0.077 | 0.283 | 0.238 | 0.100 | 0.014 | 0.025 | 0.122 | 0.035 |
| total_pymnt_inv | 0.201 | 0.200 | 0.838 | 0.849 | 0.906 | 0.817 | 0.386 | 0.071 | -0.036 | -0.037 | 0.086 | 0.396 | 0.175 | 0.337 | 0.235 | 0.164 | 0.164 | 0.956 | 1.000 | 0.933 | 0.790 | -0.066 | -0.203 | -0.194 | 0.485 | 0.350 | 0.144 | 0.128 | 0.051 | 0.077 | 0.286 | 0.239 | 0.096 | 0.017 | 0.025 | 0.177 | 0.039 |
| total_rec_prncp | 0.082 | 0.081 | 0.837 | 0.846 | 0.812 | 0.835 | 0.400 | 0.042 | -0.042 | -0.042 | 0.021 | -0.035 | 0.183 | 0.335 | 0.242 | 0.123 | 0.123 | 0.977 | 0.933 | 1.000 | 0.721 | -0.085 | -0.323 | -0.308 | 0.537 | 0.252 | 0.109 | 0.099 | 0.045 | 0.080 | 0.270 | 0.329 | 0.100 | 0.019 | 0.032 | 0.098 | 0.038 |
| total_rec_int | 0.106 | 0.105 | 0.778 | 0.785 | 0.757 | 0.734 | 0.304 | 0.120 | 0.019 | 0.020 | 0.012 | 0.063 | 0.147 | 0.342 | 0.154 | 0.223 | 0.223 | 0.823 | 0.790 | 0.721 | 1.000 | 0.025 | 0.017 | 0.006 | 0.246 | 0.542 | 0.234 | 0.202 | 0.042 | 0.058 | 0.254 | 0.235 | 0.069 | 0.000 | 0.012 | 0.000 | 0.059 |
| total_rec_late_fee | -0.052 | -0.052 | -0.021 | -0.021 | -0.036 | -0.017 | -0.033 | -0.007 | 0.042 | 0.032 | -0.037 | -0.066 | -0.039 | -0.033 | -0.048 | -0.005 | -0.005 | -0.054 | -0.066 | -0.085 | 0.025 | 1.000 | 0.185 | 0.189 | -0.121 | 0.024 | 0.047 | 0.049 | 0.000 | 0.019 | 0.020 | 0.102 | 0.016 | 0.042 | 0.000 | 0.000 | 0.000 |
| recoveries | 0.052 | 0.052 | 0.044 | 0.044 | 0.036 | 0.026 | -0.056 | 0.028 | 0.018 | 0.050 | 0.007 | 0.032 | -0.023 | -0.001 | -0.044 | -0.059 | -0.059 | -0.207 | -0.203 | -0.323 | 0.017 | 0.185 | 1.000 | 0.950 | -0.251 | 0.060 | 0.039 | 0.050 | 0.005 | 0.000 | 0.039 | 0.145 | 0.013 | 0.000 | 0.000 | 1.000 | 0.000 |
| collection_recovery_fee | 0.038 | 0.038 | 0.034 | 0.034 | 0.024 | 0.021 | -0.057 | 0.021 | 0.020 | 0.044 | 0.002 | 0.009 | -0.031 | -0.009 | -0.055 | -0.056 | -0.056 | -0.197 | -0.194 | -0.308 | 0.006 | 0.189 | 0.950 | 1.000 | -0.244 | 0.040 | 0.032 | 0.039 | 0.000 | 0.000 | 0.026 | 0.114 | 0.006 | 0.000 | 0.000 | 1.000 | 0.000 |
| last_pymnt_amnt | 0.121 | 0.121 | 0.449 | 0.453 | 0.444 | 0.439 | 0.245 | 0.013 | -0.022 | 0.009 | 0.026 | 0.082 | 0.099 | 0.161 | 0.178 | -0.073 | -0.073 | 0.496 | 0.485 | 0.537 | 0.246 | -0.121 | -0.251 | -0.244 | 1.000 | 0.238 | 0.073 | 0.068 | 0.029 | 0.052 | 0.149 | 0.175 | 0.044 | 0.000 | 0.007 | 1.000 | 0.009 |
| term | 0.299 | 0.311 | 0.364 | 0.344 | 0.367 | 0.148 | 0.000 | 0.083 | 0.005 | 0.042 | 0.041 | 0.298 | 0.054 | 0.096 | 0.100 | 0.248 | 0.247 | 0.335 | 0.350 | 0.252 | 0.542 | 0.024 | 0.060 | 0.040 | 0.238 | 1.000 | 0.443 | 0.478 | 0.115 | 0.110 | 0.259 | 0.329 | 0.115 | 0.051 | 0.009 | 1.000 | 0.010 |
| grade | 0.049 | 0.051 | 0.137 | 0.137 | 0.131 | 0.137 | 0.000 | 0.063 | 0.050 | 0.079 | 0.038 | 0.085 | 0.076 | 0.049 | 0.050 | 0.051 | 0.052 | 0.151 | 0.144 | 0.109 | 0.234 | 0.047 | 0.039 | 0.032 | 0.073 | 0.443 | 1.000 | 1.000 | 0.017 | 0.049 | 0.142 | 0.159 | 0.069 | 0.014 | 0.054 | 0.056 | 0.066 |
| sub_grade | 0.068 | 0.070 | 0.125 | 0.123 | 0.117 | 0.123 | 0.000 | 0.057 | 0.046 | 0.085 | 0.034 | 0.095 | 0.085 | 0.046 | 0.050 | 0.056 | 0.056 | 0.134 | 0.128 | 0.099 | 0.202 | 0.049 | 0.050 | 0.039 | 0.068 | 0.478 | 1.000 | 1.000 | 0.018 | 0.055 | 0.150 | 0.166 | 0.053 | 0.006 | 0.057 | 0.000 | 0.072 |
| emp_length | 0.056 | 0.056 | 0.054 | 0.054 | 0.058 | 0.045 | 0.006 | 0.019 | 0.000 | 0.001 | 0.032 | 0.093 | 0.033 | 0.055 | 0.074 | 0.018 | 0.018 | 0.047 | 0.051 | 0.045 | 0.042 | 0.000 | 0.005 | 0.000 | 0.029 | 0.115 | 0.017 | 0.018 | 1.000 | 0.132 | 0.084 | 0.041 | 0.036 | 0.023 | 0.033 | 0.000 | 0.042 |
| home_ownership | 0.083 | 0.082 | 0.088 | 0.085 | 0.084 | 0.070 | 0.000 | 0.024 | 0.004 | 0.041 | 0.025 | 0.066 | 0.106 | 0.109 | 0.169 | 0.018 | 0.018 | 0.077 | 0.077 | 0.080 | 0.058 | 0.019 | 0.000 | 0.000 | 0.052 | 0.110 | 0.049 | 0.055 | 0.132 | 1.000 | 0.076 | 0.032 | 0.125 | 0.134 | 0.011 | 0.000 | 0.021 |
| verification_status | 0.236 | 0.253 | 0.313 | 0.306 | 0.314 | 0.272 | 0.000 | 0.073 | 0.000 | 0.011 | 0.055 | 0.338 | 0.072 | 0.133 | 0.101 | 0.074 | 0.074 | 0.283 | 0.286 | 0.270 | 0.254 | 0.020 | 0.039 | 0.026 | 0.149 | 0.259 | 0.142 | 0.150 | 0.084 | 0.076 | 1.000 | 0.070 | 0.097 | 0.039 | 0.007 | 0.029 | 0.008 |
| loan_status | 0.148 | 0.153 | 0.108 | 0.106 | 0.109 | 0.060 | 0.000 | 0.046 | 0.007 | 0.053 | 0.025 | 0.062 | 0.019 | 0.037 | 0.032 | 0.616 | 0.615 | 0.238 | 0.239 | 0.329 | 0.235 | 0.102 | 0.145 | 0.114 | 0.175 | 0.329 | 0.159 | 0.166 | 0.041 | 0.032 | 0.070 | 1.000 | 0.073 | 0.041 | 0.038 | 1.000 | 0.036 |
| purpose | 0.073 | 0.074 | 0.116 | 0.115 | 0.109 | 0.113 | 0.000 | 0.082 | 0.020 | 0.039 | 0.004 | 0.062 | 0.048 | 0.063 | 0.048 | 0.013 | 0.013 | 0.100 | 0.096 | 0.100 | 0.069 | 0.016 | 0.013 | 0.006 | 0.044 | 0.115 | 0.069 | 0.053 | 0.036 | 0.125 | 0.097 | 0.073 | 1.000 | 0.032 | 0.016 | 0.000 | 0.023 |
| addr_state | 0.091 | 0.099 | 0.019 | 0.016 | 0.026 | 0.015 | 0.016 | 0.032 | 0.000 | 0.053 | 0.043 | 0.099 | 0.026 | 0.015 | 0.035 | 0.000 | 0.000 | 0.014 | 0.017 | 0.019 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 | 0.051 | 0.014 | 0.006 | 0.023 | 0.134 | 0.039 | 0.041 | 0.032 | 1.000 | 0.038 | 0.000 | 0.049 |
| pub_rec | 0.017 | 0.019 | 0.023 | 0.023 | 0.024 | 0.022 | 0.000 | 0.015 | 0.035 | 0.022 | 0.031 | 0.526 | 0.000 | 0.034 | 0.022 | 0.011 | 0.011 | 0.025 | 0.025 | 0.032 | 0.012 | 0.000 | 0.000 | 0.000 | 0.007 | 0.009 | 0.054 | 0.057 | 0.033 | 0.011 | 0.007 | 0.038 | 0.016 | 0.038 | 1.000 | 0.000 | 0.690 |
| next_pymnt_d | 0.012 | 0.025 | 0.000 | 0.055 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.122 | 0.177 | 0.098 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.029 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| pub_rec_bankruptcies | 0.071 | 0.044 | 0.028 | 0.027 | 0.030 | 0.028 | 0.000 | 0.015 | 0.014 | 0.024 | 0.017 | 0.658 | 0.000 | 0.042 | 0.029 | 0.060 | 0.060 | 0.035 | 0.039 | 0.038 | 0.059 | 0.000 | 0.000 | 0.000 | 0.009 | 0.010 | 0.066 | 0.072 | 0.042 | 0.021 | 0.008 | 0.036 | 0.023 | 0.049 | 0.690 | 0.000 | 1.000 |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | application_type | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1077501 | 1296599 | 5000 | 5000 | 4975.0 | 36 months | 10.65% | 162.87 | B | B2 | NaN | 10+ years | RENT | 24000.0 | Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 | Borrower added on 12/22/11 > I need to upgrade my business technologies.<br> | credit_card | Computer | 860xx | AZ | 27.65 | 0 | Jan-85 | 1 | NaN | NaN | 3 | 0 | 13648 | 83.70% | 9 | f | 0.00 | 0.00 | 5863.155187 | 5833.84 | 5000.00 | 863.16 | 0.00 | 0.00 | 0.00 | Jan-15 | 171.62 | NaN | May-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 1 | 1077430 | 1314167 | 2500 | 2500 | 2500.0 | 60 months | 15.27% | 59.83 | C | C4 | Ryder | < 1 year | RENT | 30000.0 | Source Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077430 | Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike. I only need this money because the deal im looking at is to good to pass up.<br><br> Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike.I only need this money because the deal im looking at is to good to pass up. I have finished college with an associates degree in business and its takingmeplaces<br> | car | bike | 309xx | GA | 1.00 | 0 | Apr-99 | 5 | NaN | NaN | 3 | 0 | 1687 | 9.40% | 4 | f | 0.00 | 0.00 | 1008.710000 | 1008.71 | 456.46 | 435.17 | 0.00 | 117.08 | 1.11 | Apr-13 | 119.66 | NaN | Sep-13 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 2 | 1077175 | 1313524 | 2400 | 2400 | 2400.0 | 36 months | 15.96% | 84.33 | C | C5 | NaN | 10+ years | RENT | 12252.0 | Not Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077175 | NaN | small_business | real estate business | 606xx | IL | 8.72 | 0 | Nov-01 | 2 | NaN | NaN | 2 | 0 | 2956 | 98.50% | 10 | f | 0.00 | 0.00 | 3005.666844 | 3005.67 | 2400.00 | 605.67 | 0.00 | 0.00 | 0.00 | Jun-14 | 649.91 | NaN | May-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 3 | 1076863 | 1277178 | 10000 | 10000 | 10000.0 | 36 months | 13.49% | 339.31 | C | C1 | AIR RESOURCES BOARD | 10+ years | RENT | 49200.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1076863 | Borrower added on 12/21/11 > to pay for property tax (borrow from friend, need to pay back) & central A/C need to be replace. I'm very sorry to let my loan expired last time.<br> | other | personel | 917xx | CA | 20.00 | 0 | Feb-96 | 1 | 35.0 | NaN | 10 | 0 | 5598 | 21% | 37 | f | 0.00 | 0.00 | 12231.890000 | 12231.89 | 10000.00 | 2214.92 | 16.97 | 0.00 | 0.00 | Jan-15 | 357.48 | NaN | Apr-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 4 | 1075358 | 1311748 | 3000 | 3000 | 3000.0 | 60 months | 12.69% | 67.79 | B | B5 | University Medical Group | 1 year | RENT | 80000.0 | Source Verified | Dec-11 | Current | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1075358 | Borrower added on 12/21/11 > I plan on combining three large interest bills together and freeing up some extra each month to pay toward other bills. I've always been a good payor but have found myself needing to make adjustments to my budget due to a medical scare. My job is very stable, I love it.<br> | other | Personal | 972xx | OR | 17.94 | 0 | Jan-96 | 0 | 38.0 | NaN | 15 | 0 | 27783 | 53.90% | 38 | f | 524.06 | 524.06 | 3513.330000 | 3513.33 | 2475.94 | 1037.39 | 0.00 | 0.00 | 0.00 | May-16 | 67.79 | Jun-16 | May-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 5 | 1075269 | 1311441 | 5000 | 5000 | 5000.0 | 36 months | 7.90% | 156.46 | A | A4 | Veolia Transportaton | 3 years | RENT | 36000.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1075269 | NaN | wedding | My wedding loan I promise to pay back | 852xx | AZ | 11.20 | 0 | Nov-04 | 3 | NaN | NaN | 9 | 0 | 7963 | 28.30% | 12 | f | 0.00 | 0.00 | 5632.210000 | 5632.21 | 5000.00 | 632.21 | 0.00 | 0.00 | 0.00 | Jan-15 | 161.03 | NaN | Jan-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 6 | 1069639 | 1304742 | 7000 | 7000 | 7000.0 | 60 months | 15.96% | 170.08 | C | C5 | Southern Star Photography | 8 years | RENT | 47004.0 | Not Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1069639 | Borrower added on 12/18/11 > I am planning on using the funds to pay off two retail credit cards with 24.99% interest rates, as well as a major bank credit card with a 18.99% rate. I pay all my bills on time, looking for a lower combined payment and lower monthly payment.<br> | debt_consolidation | Loan | 280xx | NC | 23.51 | 0 | Jul-05 | 1 | NaN | NaN | 7 | 0 | 17726 | 85.60% | 11 | f | 0.00 | 0.00 | 10110.840000 | 10110.84 | 6985.61 | 3125.23 | 0.00 | 0.00 | 0.00 | May-16 | 1313.76 | NaN | May-16 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 7 | 1072053 | 1288686 | 3000 | 3000 | 3000.0 | 36 months | 18.64% | 109.43 | E | E1 | MKC Accounting | 9 years | RENT | 48000.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1072053 | Borrower added on 12/16/11 > Downpayment for a car.<br> | car | Car Downpayment | 900xx | CA | 5.35 | 0 | Jan-07 | 2 | NaN | NaN | 4 | 0 | 8221 | 87.50% | 4 | f | 0.00 | 0.00 | 3939.135294 | 3939.14 | 3000.00 | 939.14 | 0.00 | 0.00 | 0.00 | Jan-15 | 111.34 | NaN | Dec-14 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 8 | 1071795 | 1306957 | 5600 | 5600 | 5600.0 | 60 months | 21.28% | 152.39 | F | F2 | NaN | 4 years | OWN | 40000.0 | Source Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1071795 | Borrower added on 12/21/11 > I own a small home-based judgment collection business. I have 5 years experience collecting debts. I am now going from a home office to a small office. I also plan to buy a small debt portfolio (eg. $10K for $1M of debt) <br>My score is not A+ because I own my home and have no mortgage.<br> | small_business | Expand Business & Buy Debt Portfolio | 958xx | CA | 5.55 | 0 | Apr-04 | 2 | NaN | NaN | 11 | 0 | 5210 | 32.60% | 13 | f | 0.00 | 0.00 | 646.020000 | 646.02 | 162.02 | 294.94 | 0.00 | 189.06 | 2.09 | Apr-12 | 152.39 | NaN | Aug-12 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 9 | 1071570 | 1306721 | 5375 | 5375 | 5350.0 | 60 months | 12.69% | 121.45 | B | B5 | Starbucks | < 1 year | RENT | 15000.0 | Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1071570 | Borrower added on 12/16/11 > I'm trying to build up my credit history. I live with my brother and have no car payment or credit cards. I am in community college and work full time. Im going to use the money to make some repairs around the house and get some maintenance done on my car.<br><br> Borrower added on 12/20/11 > $1000 down only $4375 to go. Thanks to everyone that invested so far, looking forward to surprising my brother with the fixes around the house.<br> | other | Building my credit history. | 774xx | TX | 18.08 | 0 | Sep-04 | 0 | NaN | NaN | 2 | 0 | 9279 | 36.50% | 3 | f | 0.00 | 0.00 | 1476.190000 | 1469.34 | 673.48 | 533.42 | 0.00 | 269.29 | 2.52 | Nov-12 | 121.45 | NaN | Mar-13 | 0.0 | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | application_type | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39707 | 92666 | 92661 | 5000 | 5000 | 525.0 | 36 months | 9.33% | 159.77 | B | B3 | Stark and Roth Inc | 2 years | MORTGAGE | 180000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92666 | Need a loan to make some home improvments | home_improvement | home improvment loan | 530xx | WI | 11.93 | 0 | Feb-95 | 1 | 0.0 | 0.0 | 16 | 0 | 60568 | 39.20% | 38 | f | 0.0 | 0.0 | 5751.530533 | 603.91 | 5000.0 | 751.53 | 0.0 | 0.0 | 0.0 | Jul-10 | 161.55 | NaN | Jun-07 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39708 | 92552 | 92542 | 5000 | 5000 | 375.0 | 36 months | 9.96% | 161.25 | B | B5 | Millenium Group | 4 years | MORTGAGE | 48000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92552 | I would like to pay off my high-interest credit card debts and have a single payment to make every month | debt_consolidation | Tito5000 | 333xx | FL | 8.03 | 0 | Aug-95 | 1 | 0.0 | 0.0 | 6 | 0 | 28329 | 48.60% | 6 | f | 0.0 | 0.0 | 5804.732505 | 435.36 | 5000.0 | 804.73 | 0.0 | 0.0 | 0.0 | Jul-10 | 162.07 | NaN | Jun-10 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39709 | 92533 | 92529 | 5000 | 5000 | 675.0 | 36 months | 11.22% | 164.23 | C | C4 | Self-Employeed | < 1 year | OWN | 80000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92533 | NaN | credit_card | P's Family Credit Loan | 537xx | WI | 1.21 | 0 | Jul-96 | 3 | 0.0 | 44.0 | 15 | 1 | 27185 | 16.10% | 29 | f | 0.0 | 0.0 | 5912.052998 | 798.13 | 5000.0 | 912.05 | 0.0 | 0.0 | 0.0 | Jul-10 | 165.17 | NaN | Jun-07 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39710 | 92507 | 92502 | 5000 | 5000 | 250.0 | 36 months | 7.43% | 155.38 | A | A2 | Rush Univ Med Grp | 1 year | OWN | 85000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92507 | NaN | credit_card | My Credit Card Loan | 537xx | WI | 0.31 | 0 | Oct-97 | 0 | 0.0 | 0.0 | 7 | 0 | 216 | 0.60% | 19 | f | 0.0 | 0.0 | 5593.626092 | 279.68 | 5000.0 | 593.63 | 0.0 | 0.0 | 0.0 | Jul-10 | 156.29 | NaN | Jun-07 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39711 | 92402 | 92390 | 5000 | 5000 | 700.0 | 36 months | 8.70% | 158.30 | B | B1 | A. F. Wolfers, Inc. | 5 years | MORTGAGE | 75000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92402 | I'd like to shift some credit card debt so it has a lower interest rate. | credit_card | Reduce Credit Card Debt | 804xx | CO | 15.55 | 0 | May-94 | 0 | 0.0 | 0.0 | 10 | 0 | 66033 | 23% | 29 | f | 0.0 | 0.0 | 5698.603286 | 797.80 | 5000.0 | 698.60 | 0.0 | 0.0 | 0.0 | Jul-10 | 159.83 | NaN | Nov-14 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39712 | 92187 | 92174 | 2500 | 2500 | 1075.0 | 36 months | 8.07% | 78.42 | A | A4 | FiSite Research | 4 years | MORTGAGE | 110000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92187 | Our current gutter system on our home is old and in need of repair. We will be using the borrowed funds to replace the gutter system on our home. | home_improvement | Home Improvement | 802xx | CO | 11.33 | 0 | Nov-90 | 0 | 0.0 | 0.0 | 13 | 0 | 7274 | 13.10% | 40 | f | 0.0 | 0.0 | 2822.969293 | 1213.88 | 2500.0 | 322.97 | 0.0 | 0.0 | 0.0 | Jul-10 | 80.90 | NaN | Jun-10 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39713 | 90665 | 90607 | 8500 | 8500 | 875.0 | 36 months | 10.28% | 275.38 | C | C1 | Squarewave Solutions, Ltd. | 3 years | RENT | 18000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90665 | The rate of interest and fees incurred by carrying a balance on my credit card are so outrageous at this point that continuing to pay them is patently bad financial thinking. I wish to redirect my efforts at retiring my debt via another more-reasonable means. I have sufficient funds to direct to this end on a monthly basis, and have simply gotten tired of their being gobbled up by interest and fees. | credit_card | Retiring credit card debt | 274xx | NC | 6.40 | 1 | Dec-86 | 1 | 5.0 | 0.0 | 6 | 0 | 8847 | 26.90% | 9 | f | 0.0 | 0.0 | 9913.491822 | 1020.51 | 8500.0 | 1413.49 | 0.0 | 0.0 | 0.0 | Jul-10 | 281.94 | NaN | Jul-10 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39714 | 90395 | 90390 | 5000 | 5000 | 1325.0 | 36 months | 8.07% | 156.84 | A | A4 | NaN | < 1 year | MORTGAGE | 100000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90395 | NaN | debt_consolidation | MBA Loan Consolidation | 017xx | MA | 2.30 | 0 | Oct-98 | 0 | 0.0 | 0.0 | 11 | 0 | 9698 | 19.40% | 20 | f | 0.0 | 0.0 | 5272.161128 | 1397.12 | 5000.0 | 272.16 | 0.0 | 0.0 | 0.0 | Apr-08 | 0.00 | NaN | Jun-07 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39715 | 90376 | 89243 | 5000 | 5000 | 650.0 | 36 months | 7.43% | 155.38 | A | A2 | NaN | < 1 year | MORTGAGE | 200000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90376 | NaN | other | JAL Loan | 208xx | MD | 3.72 | 0 | Nov-88 | 0 | 0.0 | 0.0 | 17 | 0 | 85607 | 0.70% | 26 | f | 0.0 | 0.0 | 5174.198551 | 672.66 | 5000.0 | 174.20 | 0.0 | 0.0 | 0.0 | Jan-08 | 0.00 | NaN | Jun-07 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39716 | 87023 | 86999 | 7500 | 7500 | 800.0 | 36 months | 13.75% | 255.43 | E | E2 | Evergreen Center | < 1 year | OWN | 22000.0 | Not Verified | Jun-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=87023 | I plan to consolidate over $7,000 of debt: a combination of credit cards and student loans. | debt_consolidation | Consolidation Loan | 027xx | MA | 14.29 | 1 | Oct-03 | 0 | 11.0 | 0.0 | 7 | 0 | 4175 | 51.50% | 8 | f | 0.0 | 0.0 | 9195.263334 | 980.83 | 7500.0 | 1695.26 | 0.0 | 0.0 | 0.0 | Jun-10 | 256.59 | NaN | Jun-10 | NaN | NaN | 1 | INDIVIDUAL | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |